{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import sys\n",
    "os.chdir(\"..\") "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "## Run IClamp with parameter set C0 with standard parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python2.7/site-packages/matplotlib/font_manager.py:273: UserWarning: Matplotlib is building the font cache using fc-list. This may take a moment.\n",
      "  warnings.warn('Matplotlib is building the font cache using fc-list. This may take a moment.')\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "********************\n",
      "\n",
      "   Going to generate c302_C0_IClamp and run for 1000 on jNeuroML\n",
      "\n",
      "********************\n",
      "Set default parameters for C0\n",
      "Opened Excel file: /Users/padraig/neuroConstruct/osb/invertebrate/celegans/CElegansNeuroML/CElegans/pythonScripts/c302/../../../CElegansNeuronTables.xls\n",
      "Opened Excel file: /Users/padraig/neuroConstruct/osb/invertebrate/celegans/CElegansNeuroML/CElegans/pythonScripts/c302/../../../CElegansNeuronTables.xls\n",
      "c302      >>>  Writing generated network to: /Users/padraig/neuroConstruct/osb/invertebrate/celegans/CElegansNeuroML/CElegans/pythonScripts/c302/examples/c302_C0_IClamp.nml\n",
      "(Re)written network file to: examples/c302_C0_IClamp.nml\n",
      "c302      >>>  Finished simulation of LEMS_c302_C0_IClamp.xml and have reloaded results\n",
      "c302      >>>  All cells: ['PVCL', 'ADAL']\n",
      "c302      >>>  Plotting neuron voltages\n",
      "c302      >>>  Generating plots for: Membrane potentials of 2 neuron(s) (IClamp C0)\n",
      "pyNeuroML >>> Generating plot: Membrane potentials of 2 neuron(s) (IClamp C0)\n",
      "c302      >>>  Plotting muscle voltages\n",
      "c302      >>>  Generating plots for: Membrane potentials of 1 muscle(s) (IClamp C0)\n",
      "pyNeuroML >>> Generating plot: Membrane potentials of 1 muscle(s) (IClamp C0)\n"
     ]
    },
    {
     "data": {
      "image/png": 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WkIKEjZrMn07zk2cRSW8h9S+ZC7wiIu4YrnUPolb+tVoIrGr6af7lYLCgqtk3u/r9u0q7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\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x107a8e290>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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+AiyeKFZE5NfAv3CipjQJyceAJLCfqq7w6t0FXIfzDP1gBm02DMMIDHc89jAA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      "text/plain": [
       "<matplotlib.figure.Figure at 0x107a8e110>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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oj4MIMzOzAqO7YIwK0gXQ03y+pI0j4tGGaaOBo0lNFLflyecCR0naom6ciP2B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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x107f3a0d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Z/TQhZ5+dPe0ZZ2RPW4TVq2GMryqZCxdGraewMBKR1wGvAzbAhrnPBx5R1YdL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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10812f090>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/Cellar/python/2.7.13/Frameworks/Python.framework/Versions/2.7/lib/python2.7/json/encoder.py:207: DeprecationWarning: Interpreting naive datetime as local 2017-04-18 11:51:37.473128. Please add timezone info to timestamps.\n",
      "  chunks = self.iterencode(o, _one_shot=True)\n"
     ]
    }
   ],
   "source": [
    "from runAndPlot import run_c302\n",
    "\n",
    "%matplotlib inline\n",
    "cells, cells_to_stimulate, params, muscles = run_c302('IClamp','C0','',1000,0.05,'jNeuroML',verbose=False,plot_ca=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "## List current parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Known BioParameters:\n",
      "    BioParameter: cell_diameter = 5 (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: muscle_length = 20 (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: muscle_specific_capacitance = .6860 uF_per_cm2 (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: neuron_specific_capacitance = 5 uF_per_cm2 (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: initial_memb_pot = -50 mV (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: muscle_spike_thresh = -20 mV (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: neuron_spike_thresh = -20 mV (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: muscle_leak_cond_density = 0.00105 mS_per_cm2 (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: neuron_leak_cond_density = 0.1 mS_per_cm2 (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: muscle_k_slow_cond_density = 0.24491 mS_per_cm2 (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: neuron_k_slow_cond_density = 0.1 mS_per_cm2 (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: muscle_ca_simple_cond_density = 0.1953 mS_per_cm2 (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: neuron_ca_simple_cond_density = .2 mS_per_cm2 (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: leak_erev = -64 mV (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: k_slow_erev = -90 mV (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: ca_simple_erev = 60 mV (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: ca_conc_decay_time = 20 ms (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: ca_conc_rho = 0.0002 mol_per_m_per_A_per_s (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: global_connectivity_power_scaling = 0 (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: neuron_to_neuron_exc_syn_conductance = 25 nS (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: neuron_to_muscle_exc_syn_conductance = 25 nS (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: exc_syn_ar = .5 per_s (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: exc_syn_ad = 50 per_s (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: exc_syn_beta = 0.125 per_mV (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: exc_syn_vth = -25 mV (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: exc_syn_erev = 0 mV (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: neuron_to_neuron_inh_syn_conductance = 60 nS (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: neuron_to_muscle_inh_syn_conductance = 0.25 nS (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: inh_syn_ar = .5 per_s (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: inh_syn_ad = 50 per_s (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: inh_syn_beta = 0.125 per_mV (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: inh_syn_vth = -30 mV (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: inh_syn_erev = -80 mV (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: neuron_to_neuron_elec_syn_gbase = 0.05 nS (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: neuron_to_muscle_elec_syn_gbase = 0.0001 nS (SRC: BlindGuess, certainty 0.1)\n",
      "    BioParameter: unphysiological_offset_current = 5 pA (SRC: KnownError, certainty 0)\n",
      "    BioParameter: unphysiological_offset_current_del = 0 ms (SRC: KnownError, certainty 0)\n",
      "    BioParameter: unphysiological_offset_current_dur = 2000 ms (SRC: KnownError, certainty 0)\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/Cellar/python/2.7.13/Frameworks/Python.framework/Versions/2.7/lib/python2.7/json/encoder.py:207: DeprecationWarning: Interpreting naive datetime as local 2017-04-18 11:51:55.816570. Please add timezone info to timestamps.\n",
      "  chunks = self.iterencode(o, _one_shot=True)\n"
     ]
    }
   ],
   "source": [
    "print params.bioparameter_info(\"  \")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "## Change some parameters and run again (muscle will spike...)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "********************\n",
      "\n",
      "   Going to generate c302_C0_IClamp and run for 1000 on jNeuroML\n",
      "\n",
      "********************\n",
      "Set default parameters for C0\n",
      "c302      >>>  Setting parameter muscle_ca_simple_cond_density = 0.15 mS_per_cm2\n",
      "c302      >>>  Setting parameter k_slow_erev = -93 mV\n",
      "c302      >>>  Setting parameter muscle_leak_cond_density = 0.005 mS_per_cm2\n",
      "c302      >>>  Setting parameter muscle_k_slow_cond_density = 0.22 mS_per_cm2\n",
      "c302      >>>  Setting parameter ca_conc_decay_time = 50 ms\n",
      "c302      >>>  Setting parameter ca_simple_erev = 60 mV\n",
      "Opened Excel file: /Users/padraig/neuroConstruct/osb/invertebrate/celegans/CElegansNeuroML/CElegans/pythonScripts/c302/../../../CElegansNeuronTables.xls\n",
      "Opened Excel file: /Users/padraig/neuroConstruct/osb/invertebrate/celegans/CElegansNeuroML/CElegans/pythonScripts/c302/../../../CElegansNeuronTables.xls\n",
      "c302      >>>  Writing generated network to: /Users/padraig/neuroConstruct/osb/invertebrate/celegans/CElegansNeuroML/CElegans/pythonScripts/c302/examples/c302_C0_IClamp.nml\n",
      "(Re)written network file to: examples/c302_C0_IClamp.nml\n",
      "c302      >>>  Finished simulation of LEMS_c302_C0_IClamp.xml and have reloaded results\n",
      "c302      >>>  All cells: ['PVCL', 'ADAL']\n",
      "c302      >>>  Plotting neuron voltages\n",
      "c302      >>>  Generating plots for: Membrane potentials of 2 neuron(s) (IClamp C0)\n",
      "pyNeuroML >>> Generating plot: Membrane potentials of 2 neuron(s) (IClamp C0)\n",
      "c302      >>>  Plotting muscle voltages\n",
      "c302      >>>  Generating plots for: Membrane potentials of 1 muscle(s) (IClamp C0)\n",
      "pyNeuroML >>> Generating plot: Membrane potentials of 1 muscle(s) (IClamp C0)\n",
      "c302      >>>  Plotting neuron activities ([Ca2+])\n",
      "c302      >>>  Generating plots for: [Ca2+] of 2 neurons (IClamp C0)\n",
      "pyNeuroML >>> Generating plot: [Ca2+] of 2 neurons (IClamp C0)\n",
      "c302      >>>  Plotting muscle activities ([Ca2+])\n",
      "c302      >>>  Generating plots for: [Ca2+] of 1 muscles (IClamp C0)\n",
      "pyNeuroML >>> Generating plot: [Ca2+] of 1 muscles (IClamp C0)\n"
     ]
    },
    {
     "data": {
      "image/png": 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VaiBPkYKE9ZrMn0Lzk2cRSe8m9S+ZBbw+Iu4bqnUPoFb+VVsIrGr6aP7lYKCgqtk3u/r9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\nfgGdLcz0Fma0GQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1097fd510>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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cfHGLrAqGyOnzycVyrTajIqGJ2VHVW8q9Mqr6b5zY2bNk8euBK4pCx1/vGuAh\n4MSZsNUwDCOM/PW+BwE4+YjDWJQ+nj+u/i6eN/PdKe3M+vQwZAeJRGbe8zLdiJcgVzCx0yq2BtYA\niMg2wHzgnxXWuw3YfwbtMgzDCBXL1z4DwPN2WsBHjnwPE4MPs/R317XYqvZiJDtCND/QajOmhYia\n2GkJInIysC3wS3/RQv97RYXVVwBzRCQ+E7YZhmGEjZUjq5HMLHpTcd53zOEkhvfkS39d2mqz2opM\nPkPES7XajGkhoglyXsjEjojsJSIniMh7ROTdInK8iOwVpHHN4I+4+iZwE/Azf3GP/52tsEmmbB3D\nMAyjDlanVxPLzQfcKKN373Emq2Zdwak/6OxYlCDJeVkiGmKxU6j0eG09dQUoi8hiXBDvscAs2CLc\nW0VkGLgc+LGqXt+8ifUjIvNxw8nXA2/QTWPwxv3vZIXNUmXrVOXUU09laGhos2VLlixhyZIljRls\nGIYRAtZnV5EqzHv2//Pe8V9cdtplnFc4mevPuJnDd3oh/akeVJWC54ZHF9R79v+C56EonudtttzT\nTet6/jrPLvfXVxQvwOHW+2+/O586+ZjA6iuSK2SJaqVHUOcT0SQTvmfnoosu4qKLLtqsfNgfdt8K\nahI7IvJy4DPAgbiA35/i4l4ewQkKAWYDO/nrHA2cIiLLgE+o6lXBm17V1kHgKmAQOExVV5YUF7uv\nFm6xoVu2TlUnptrH0qVLOeCAA5q21TAMI0xsLKymXzaJnUhEuP+zP+MVn9+Vv3nf484VX2u8cpVn\nh2OjEaDS3wEF/UazXHFfgk8R/MN5wguv2Ilqgrwvdio5AJYtW8aBBx7YCtNq9uxcihuSfYqqPjDJ\nen8HfgHPdiO9B5f3ZnCSbQJDRJI4r9IuwEtV9cHSclV9WkRWAwdV2Pxg4M7pt9IwDCOcZNjA7Nie\nmy3rTcW58ZxP4Xnn8PTaEYbHMsSiESIixKIRoiV/x8r+jkUjRCJCRGRGRy+98Svf5lfDH5yWunOa\nIVqxc6HziZJgQtszZqdWsbODqq6rp2JfFH1IRD5Vv1n1IyIR4GLghcBrVPW2KqteCrxZRLYtybPz\nUmA3XK4ewzAMowHypElF+yqWRSLCdvMG2W7ejLz7NkVPPAXRPLmJAol4NNC6J7wsMQmv2Ml3sthR\n1XUiMltV19e7g3pFUhN8FRdL9HtgKxE5qcyOn/t/fg44AbheRL6Gy6D8UeBfwE9myFbDMIzQUYik\nSUU7f4yKnNyuAAAgAElEQVRHT8KJkY3pLFsN9QZad54sccIZoByVBIVOFjs+K0XkD8DPgctVtd1C\nrvcFFCd4jq1Q/nMAVX1SRI7EiaPP4+bGugL4aC3xOoZhGEZlCpFxeuPBioNW0BN3YmdkOsSOZklF\nwplnJyYJcpputRkVqUfsXAK8xv+MisilOAFxbclop5ahqi+uY937gVdOozmGYRhdh8bSoRA7vb5n\nZ2Q8+Hf6AlnikXB2Y8UlSdqruwNoRqg5z46qnoTLPnwycCNwEvBn4CkR+YqItCbE2jAMw2gLNJam\nL9H5Yqcv5bqZpkPs5CVDIqRiJyYJCrRnN1ZdSQVVdVxVL1LVY3Gzir8XeBj4EHCbiDwgIp8UkZ2n\nwVbDMAyjTclNFCCWpT8ZArGTLMbsZKZYs348CbFnJ5LAkxCInVJUdb2qfk9VjwR2wM0sngY+BTws\nIjcHZKNhGIbR5qwbcflYB1KdL3Z6fbEzlpmGbizJkoyGM0A5HgmJZ6caqvqUqp4LvAW4DJdk8AVB\n1G0YhmG0P+tHndjpT3X+aKz+1PSJHU+yJKPm2Zlp6pouohIisghYArwJ2BsndG7GH/1kGIZhhJ91\nI24UzmBP53t2Bnqc52UsG7zY0UiWZMzEzkzTkNgRka2AE3EC5xCcwHkAOBP4uao+FpSBhmEYRvuz\nftSJnaHezhc7Rc/OaCb4mB2NZkLr2UnGkmikw8WOiPQBx+EEzlH+tiuA83ACZ9m0WGgYhmG0PRt8\nsTOrLwRip8eJkfR0eHaiWVLxcIqdRDTR+WIHWIWbGXwU10VVzLHjTYdhhmEYRuewIR0esTPU57qx\n0rlpyJ0bzZIKaTeWEzvtlm/YUY/YuQa4EPi9qgbv2zMMwzA6luFnxU7nBygP+J6d8YDFTiaXh4hH\nbyKco7GSsRB4dlT1NdNpiGEYhtG5jGbcaKw5A53v2Rns88XORLBiZ+OYq68npN1YyWgCoh0udsrx\nY3iOB3YGZuOClEtRVf1gE7YZhmEYHcLGcefZmTvY+WInlYiBFyGdC7YTY3jM1VecaDRspOJJiObJ\nFzxi0UAy2wRGo6OxXgr8Gpg1yWoKmNgxDMPoAkazfjdWf0i6aPIpMvlgPTvF6Sd6Qyt2EgCMjufa\n7jxoVHp9CxgDXg7MUtVIhU80ODMNwzCMdmY0m4aJnrZ7o28U8ZJkAu7GGi2KnWT4xU670Wg31g7A\n6ap6dZDGGIZhGJ3JWC6N5Ds/OLmIFJJkCwGLHT8jc3+qvbweQdEzjbPFN0ujEvwuYChIQwzDMIzO\nJT2RJlLo/HidIhEvRSYfbMzOyLirry+knp1i99xoiMTO6cB7ReT5QRpjGIZhdCbj+XEiXojEjk6f\nZ6cvFVKxk2xfz05D3ViqeoOIfAi4WUTuB54ACluupq9t1kDDMAyj/cnk08TCJHa8JLmAxU4xI3NY\nxU7RYzU6DROoNkujo7GOxyUYjALbAQMVVtMm7DIMwzA6iEwhTUzDI3aipMgVgu3GKk4sWkxaGDaK\nYmc6ZotvlkYDlL8APAgcr6oPBWiPYRiG0YFkvTQxwhOgHNUkEzo9np3B3nAGKBc9Vu0odhqN2dkG\n+I4JHcMwDAMgq2kSEh7PTowUOS9oz46rL6yeneJs8WPTMIFqszQqdv6BG35uGIZhGEzoeKjETlxS\nTAQ8DWRx+omB3nCKnd6Uy7MzHbPFN0ujYucDwBtF5MQgjTEMwzA6kwnSpKLhEjv5gLuxihOLDoZU\n7BQ9Vu0odhqN2fm5v+1FInI+8CSVR2Pt24xxhmEYRmeQl7CJnSQjBOvZyUxkwYuSiIdzgoFnxU7A\ns8UHQaNiZx2wFng4QFsMwzCMDqUQSZOMhidAORFJkQ84ZieTz0I+nF4d2NQ9l5kIyXQRqro4YDsM\nwzCMDqYQSdMbD49nJxFNUQg4g/L4RAYphHMkFmzqnhsPeE6xIAjHjG2GYRhGS9FYuMROMprCiwT7\n0M4WsogXXs9OIh4FLxr4BKpBUJPYEZFDGt1BM9sahmEYnYFGx+lLhEnsJClIsJ6dbD5LJMRiB4B8\n0nXXtRm1enauFZHrROREkanHFopIv4i8SURuBK5pzkTDMAyjnckXPIhn6E+GR+ykYik0GqzYyRWy\nRDTcYke8ZFt6dmqN2dkNOBO4AJgQkVuAO4BHgfWAALOBnYCDgINxU0lcAJwUsM2GYRhGG7Fu4zgA\nfYnwBCin4im8SMBixwu/Z0cKwU+gGgQ1iR1VfQJ4p4icAZwCvBZ4L2yRG3wc+CfwSeACVV0doK2G\nYRhGG7J2JA3AYE+YPDtJiAYds5MhSngDlMF5drJt2I1V12gsVV0DLAWWikgUWATM9YvXAo+raj5Y\nEw3DMIx2Zl0IxU5vPAXxDJ6nRCISSJ0TXpZoyLuxItrBnp1KqGoBeMT/GIZhGF3K8JjrxhrqDZHY\nSTgPzOh4jsG+YATKhGaJEW6xE9UkuTYUOzb03DAMw2iK9aPOsxMqsZN0YmfDWHBxO3nNEpNwd2NF\nNEnOM7FjGIZhhIzhtC92+sIToNyTcB6YkXRwD+4JzRCX8Ht2JkzsGIZhGGFj/dgYAHMH+lpsSXD0\n+56djekAPTtkiIfcsxMjyUTAE6gGgYkdwzAMoymG007sbDUYIrGTmgaxI1nikXB7dmJinh3DMAwj\nhIxkXDfW3MHwxOwUxc7IeHBip0CGZCT8np08JnbaBhFJiMgXReRJEUmLyC0iclSr7TIMw+g0NmbG\nQIVZ/eF5kPelnAdmLBPcg9uTLMloeNqoEjFJkG/Dbqyahp6LyI8aqFtV9e0NbDdT/Aw4Dpc36N/A\nW4E/iMhiVb25lYYZhmF0EqPZMZjoDSwfTTsw0ON7djLBeXa8SIZENNzdWPFIkkIbdmPVmmfnJYDW\nWXe9688YInIwcCLwEVVd6i+7ALgH+BJwWAvNMwzD6CjGcmkkH554HYDBXj/PTsBiJxULt2cnLkkK\n0qFiR1V3nGY7ZpoTgDxwfnGBqmZF5IfAZ0VkW1V9qmXWGYZhdBBjE2NEC+ESOwM9xW6s4MSORrMk\nY+H27CSiSQptOF1Et8bs7Ac8pKqjZctvKyk3DMMwamA8nybqhSc4GWCoz3lg0rngHtwazdATD7dn\nJxFJ4kmu1WZsQbeKnYXAigrLV+BmcN9mZs0xDMPoXMbzY8Q0XJ6dTWInGM+O5ylEs+EXO9EkXiRE\nnh0ReaWIXC0ia0UkLyKF8k+QhgZMD1QcG5cpKTcMwzBqIOONEddweXYGe113U1BiJ5PLQ8SjJx7u\nbqxkLERiR0SOB64AtgZ+6ddzkf/3OHAX8KmAbJwOxqHibGypknLDMAyjBnJemoSEy7MTiQjkE4GJ\nneIcW8UJRsNKMppE21DsNDrr+Rm4+JbDgNnA/wA/UtVrRWRH4Bbg0SAMnCZWULmraqH//fRkG596\n6qkMDQ1ttmzJkiUsWbIkGOsMwzA6iKyO0R+Z22ozgqeQIhNQsG1xjq2+ZLjFTiqWRKNZLrroIi66\n6KLNyoaHh1tkVeNiZy/gDFUtiEjeXxYHUNXHROTbwOm4XDbtyJ3AYhHpLwtSfiFuyPydk228dOlS\nDjjggOm0zzAMo2PIySip6A6tNiNwpJAikw/Gs1OcdqI4wWhYScWTEM1WdAAsW7aMAw88sCV2NRqz\nkwZyAKq6ARf/srCk/Blgp+ZMm1YuwQm9dxUXiEgCl1jwFht2bhiGUTsTMkx/bGjqFTuMiBe82ClO\nQxFWnNiZIF/wWm3KZjTq2XkQ590pcidwiohc6Nf5JuDxJm2bNlT1NhH5NfB5EdmaTRmUFwFva6Vt\nhmEYnUY+NsxQalarzQiciJcMTOyMjhe7scLt2SkGYI+O59pq+pBGPTu/BV4rIsWj9llgMbABWA0c\nDnyhaeuml1OA84CTga8BUeDVqnpTS60yDMPoMLzEBmalwufZiWqKXCGYmJ3htBv3EnbPTrGbbmO6\nvYKUG/LsqOqXgS+X/H+FiCwGXg8UgCtU9fogDJwuVDWHiys6vdW2GIZhdCrpzATEx5nbFz7PTlRT\n5LxgPDvrRl146PyhgUDqa1eKYmckDGKnEqr6V+CvQdVnGIZhtD9PrHYjbOb2h9GzkwxM7KwdGQFg\n69nhFju9iWI3VnuJnW7NoGwYhmEEwJNrNgCw9VD4PDsxAvTsjDmxsyDkYqcYkzSaaS+xU5NnR0Qe\nBTxgD1Wd8P+falZzVdXnNGugYRiG0b6sWOc8O1sPhc+zE5MUeQ3mob1hfAS8CFsNhSvTdDm9yfb0\n7NTajXUDTtx4Zf8bhmEYXcwzfqK4beeGz7MTlxQZb2MgdW0Y3wgT/S4zc4jpaM+Oqr51sv8NwzCM\n7mTlhvUAbD8vjGInySjBdGONZEeITIS7CwugN5kAYCzbXmKn0bmx3uxPC1GtfJGIvLlRowzDMIzO\n4Mn1q6AQY9HW4RM7iUiKvASUZyc3QqwQfrHTn/InUA2D2AF+DBw6SfkL/XUMwzCMELNydBWRzDxi\n0fCNd0lEkhQI5qE9lh8hrl0gdnqc2AmFZweYqtOxD8hPsY5hGIbR4axJryIxMb/VZkwL8UgCT3KB\n1DVeGCHRBWJnwBc7mVww7RYUNefZEZF9gP1KFh0uIpW2nwW8B3ioSdsMwzCMNmf9xCr6dOtWmzEt\nJKLJwMRORkdIyWAgdbUzA71+N1auvTw79SQVPA44y/9bgXf7n0psACxmxzAMI+SMequYE8IZzwES\n0QQaCUbsZHWEgdhWgdTVzhQ9O+MTnSt2vg9cgevCug04E/hj2ToKjAH/UVXrxjIMwwg545FVzEke\n1GozpoVENIEXCeahnZMReqPh78Ya7PPFTqd6dlR1BbACQEReDNyvqqumyzDDMAyj/ZlIrGJeXzhj\ndpKxJATk2clHR+iLh1/sxKIRKMTIdLBn51lU9YagDTEMwzA6i3Ubx9GedWw/a2GrTZkWkrHgurEK\n0REGkuEXOwAUkmTyIRA7ACLycuDtwM7AbLYcoWXTRRiGYYSYWx98HIC9t1vUYkumh2Q0AbFgHtoa\nH2GwS8SOhEXsiMhpwBeAVcCtwN1BGmUYhmG0P3c+uhyA/XcKZ4ByKp6ESIHcRIFEPNpwPenMBMQz\nDPV0idjxkmTDIHaADwLXAq9S1YkA7TEMwzA6hAdWPA5ehIN2267VpkwLqbib+iCdnWhK7KxY52Y8\nn93bHWIn4iXJFtpL7DSaVHA2cIkJHcMwjO7lkXXLiaa3oTcVb7Up00JR7GxMN/fgXrneiZ05/V0i\ndrT9xE6jnp3bgN2DNMQwDMPoLJ4eW05vPpxdWAA9CX/qg0xzQcqrNjixM28w/EkFwXl2cm0mdhr1\n7LwXeL2IvClIYwzDMIzOYW3+ceZEwxmcDJs8O82KndUbi2KnOzw7UZJMeO0ldhr17PzK3/YCEfku\n8ARQKFtHVXXfZowzDMMw2pex2HL2SL2w1WZMGz0JJ3ZGx5t7cK8dcWJn/qwuETuaJBcSsbMOWAs8\nHKAthmEYRoeQmyiQ732SnYbC69kpip10tjnPzrpRJ3YWzO4SsUOCQpuF9DaaVHBxwHYYhmEYHcS/\nHlkB0Tx7LAyv2OlL+pNaNil21qed2Fk4p0vEjiTIa3vNet5ozI5hGIbRxfzz3y7Hzj6Lwhug3JsM\nxrOzYXwE8snQjlorJ0aIxI6IDIrIx0TkKhG5Q0QO9pfPEZEPi8guwZlpGIZhtBP3POHEzgv2CK9n\np8cXO2PZ5uJPNmZGkInu8OqA79mhvcROoxmUtwNuALbHxe3sAfQDqOo6EXk3sAiXfNAwDMMIGf9Z\n8ziSmc02c8P7EO9PFWfwbu7BPZIbIZoPbzuVE5MEBS8EYgc4FxgA9sNNGVE++/nvgGOasMswDMNo\nY54YWU4yF94uLIA+37PTrNgZzW0kVugesROXBIU28+w02o31MuDrqnofoBXKH8F5fQzDMIwQsjq3\nnFmEtwsLoC/lx+zkmuvGShdGSGh3JBQEiEXieBIOsdMDrJ6kvHskrGEYRheyUR5nfjLcYmeg13Vj\nZZr07IwXRkhK9zwW45HweHbuA46YpPx1wB0N1m0YhmG0MZ6nZHuWs/1QyLuxfM9OZqK5B3dGR0h1\nmdgJi2fnPOCNInI6MFSsS0R2EZELgEOApUEYaBiGYbQXj65cD4lRdpsfbs9Of48fszPRXDdWTkbo\niXaX2FEJR1LBC0VkEfAZ4LP+4j8BAnjAx1X1d8GYaBiGYbQTtz3khp0/b/twi51UIgZehGy+OS/F\nhIzQF+sesZOIJvAi7eXZaXQ0Fqr6Wd+LczywC85L9B/gN6r6SED2GYZhGG3G3Y8/DsDzdw232AGg\nkGha7BSiI/QnukvsaJt1YzWaZ2cHYLWqPk6F7ioR6QHm+eWGYRhGiHhw5XKYSLHXovmtNmX68RJk\n8s11YxViIwwku0zstJlnp9GYnUeB4yYpf42/jmEYhhEylm9YTnx8ByIRabUp044UkuSa8Ox4nkJi\nhKFU94idZCyBRttL7DTajTXVGR7Hxe4YhmEYIWNlZjkDXrhHYhURL0Gu0PiDe93IOEQ8ZvV2l9ih\nzTw7NYsdERkEZpUsmut3Z5UzC3gjsKJJ2wzDMIw2ZIM+wTbx57bajBkhos2JnZXr3Iznc/u6J6lg\nMpaAWA7P07bx/tXj2TkVONP/W3HDz8+rsq4An2zCLsMwDKNNycRWML/n6FabMSNEvCS5QuMxO89s\ncGJndn9/UCa1PYmYm909k8u3zUzv9YidPwOjOCHzJeAiYFnZOgqMAber6j8DsdAwDMNoGzxPKfSs\nZJvBha02ZUaIaIJcE5Narhp2Ymerge7pxkrFXH6i0fFc54kdVf078HcAEekDLlXVe6bLsHoRkZcA\nJwGHAdsBK4Frgf9T1ZUV1j8UJ9r2BzYCF+PyA43NmNGGYXQknqdsGM2Qyxfc/6ouELWESESIiP+J\nbPkdi0a2WNYJPPzUWohOsOPcLhE7JJhoQuysHRkFYN5QF4mduBM7Y5kc0NdaY3waTSp4Tun//lBz\nVHU8CKMa5IvAbODXwMPAzsAHgFeLyH6q+uzM7CKyH/AX3LQXp+LE0Wm4fEGvnmG7DcNoYy6+8V98\n57rfce+GW9kQeZiJxGpIjEBkmsZgqLgPNXyXLRMiW5SJxjhr/x9y5pJXBmLePctdOOYuC7pD7EQ1\nyYTXeDfWutGi2Omebqyi2Eln2yeLcsNJBf3g5HOAVwFb+cvWAFcC56jq8kAsrJ1TVfVvZTZeBdwA\nvJ9N8UYAnwPWAUcWPTkishz4vogcpap/mSGbDcNoU26861Fe/6P3sHb2nyEzxHwOY5/ka1gwsJCh\n1ACDqT5ikSgiziMjvhcHnKdH/Y+nilL5/2fXKy0v+btYtsV6VCgvW1b8/vP4Z7npP3cCwYidh552\nYmev7btE7JAgr417dtaPuW6s+bO6SOwkimKnfUZkNZpUcA/gb7iRV1cD9/tFewBvBo4VkcNU9cFA\nrKyBcqHjL/uriKwD9iwuE5EB4CjgK2VdVj/DJUg8Eef1MQyjS/nBn27hnTe+nFhsDh/a9ld89uTj\n2ib2oF5ip32b8VhwTvdHVjux89wdFwRWZzsTlebEzoa08+wsmN09YqcnUdqN1R406tn5Ai6Pzv6q\nendpgYg8F7jGX2eyxIPTjh9b1A+sKVn8PNzvvr10XVWdEJE7cTE8hmF0KTfdu5x33fBKBsafxz0f\nv5Id5g9NvVEbE/FSZPKZwOp7Yv0KJDObWf2pwOpsZ+IkmdDGu7GGMyMw0UMiHg3Qqvampw09O41m\nUD4S+Hq50AHwg5a/CSxuwq6gOBWX4PCXJcsW4kaNVcoDtALYZgbsMgyjDfE85Zjz30okP8jdZ1zR\n8UIHIKo9ZAvBiZ2VYytIZLujCwucZ6fQhGdnJDuKTHSPVwegtw3FTqOenTgwmV807a/TEOI6wRO1\nrKtaWXKLyBG4OJ1fqeoNJUU9/nel7TIl5YZhdBln/+JKNsy+nk/v/kcWbT1r6g06gKimyBaC68Za\nm11Br9c9YicmCQo0/tAezY0SLXTPSCyAnmT7iZ1GPTt3AO8QkS1ee/xMy29nyxw89XAETkxN9UmL\nyG4VbNgD+A1wF/DOsuLiVZ+ssN8Uk4s4wzBCzFdv/xRD64/g4ye+vNWmBEZMe8h5wXl2NnorGYp2\nR7wOQCKSJF/x3bg2xiZGiBW6zLPji53xXPuInUY9O2cBfwIeEJEfAw/5y3cH3gLMBd7XhF0PAG+t\ncd3NuqNEZHtcAsT1wKsr5M1ZgRuXWenVZCHw9FQ7PPXUUxka2lznLVmyhCVLltRosmEY7cbFN/6L\nsVn/4IydftcxOW9qIUaKXIBZQbKRtcxKHBBYfe1OTBJ40vhDO50fJa5d5tlJxOFu+MaVp3Hld+c+\nu3x4eLhlNjWaZ+daEXkVcC7wsbLiO4FTVPW6Ro1S1Wdwo6PqQkTm4IROHFjs11POPUAeOAi4pGTb\nOLAf8Kup9rN06VIOOKB7LnbD6Aa+8MefIN58Pnniq1ptSqDEpYcJDc6zk4uvYW7PVoHV1+7EI82J\nnXFvhIR0oWfneXDSiWdxxokve3b5smXLOPDAA1tiU8N5dvxcNPuLyAJgEc5b8lilbMUzgYj0An/E\neWcWq+ojldZT1Y0i8hfgZBH5dInn5824VI8Xz4jBhmG0DZ6n3DXxW54be0PHDjGvRlxSjHqrA6nL\n8xRNrmNe39ypVw4JiWiyKbGT9UZJRbrLs9OXCk831rP44qYlAqeMXwDPB34I7C0ie5eUjarqZSX/\nfwK4CbhRRL6Py6D8EeAqVb16pgw2DKM9+MM/HqAwsJzjdw2XVwcgGelhQ0AxO0+u2QjRPAuGukns\nJPCk8ZidLCPMjnTXIN+i2MlMhEDsiMg84HRcBuVF/uLlwB+Ac6t0IU0n++KGlP+3/yllOfCs2FHV\nO0TkKNwUE18FRoDzgY/PjKmGYbQT51/3R5hI8b5XL261KYGTiKbIBzQa699Pu5Rl28zuMrETafyh\nnY+M0hPrrm6sotjJ5jt8ugjfa3INMB+4FRf7IsCuwIeBU0TkpTM5Uaiq7lTn+jcDh0+TOYZhdBC3\nPXMjs/VQthrqbbUpgZOK9lCQYDw7y1etBWDRvO6J2UlEE2iTYqc/3l3dWP09vtgJgWfnW0AUeIGq\n/qO0QEQOxnl3vgG8uDnzDMMwphfPU1bFb+WFqXKHcDhIRlN4kWA8O0+sdWJnp627x7OTiiXRSOPd\nWIXYCP2J7vLs9CZd3Fsm3z5ip9E8OwcDXysXOgCqehvwNeAFzRhmGIYxE9z6wBN4fStZvGs4b1k9\n8R68SDCenafXu26s5yzsHrGTiCYg2vhDW2OjDCS7S+xEIgKFeFt5dhoVO6tw2YarkfHXMQzDaGt+\n/fdbAVhyWDjFTiqWwosG49l5ZmQt5HqZM9g9ieaTcSd2PE/r3jaTy0M8w1BPd3VjAVBIkC10vtg5\nD/gff9j5ZojINsD/+OsYhmG0Nbcuv5PI6LY8d6etW23KtNAb74FYMJ6dNem1RHPd49UB6IknQdQJ\nlzp5Zr2b8XxWb3d5dgDES5Bto26sRmN2IsAo8G8R+S3wb3/5rsDr/P8jIvLhkm1UVZc2bKlhGMY0\n8OjIfczWvadesUPpTaQgliVf8IhFG32/dazLrCGR7y6xk4q5YNvR8VzdOZhWbXBiZ6inL3C72h3x\nEuTayLPTqNj5csnfJ1Uo36dsHXDDwk3sGIbRVqyN3M9eiVe02oxpoy/pupw2jmWb7n4amVhHSrtM\n7MSd2BnL5HB5Z2tnw6jrPhzqDd8ov6kQLx4KsVPXMG/DMIx2ZONYllz/v9l79l6tNmXa6EukAFg/\nOt602El7G+iNhGM2+FrpSbg5o0fG6x+RtX4sDXSp2NEQeHZUdXnQhhiGYcw019z5MEQKvPA5e7ba\nlGmjP+UEzvBY83E7GRlmTnS7puvpJHoSpZ6d+tiYdp6dwd7uCeguEvESTLSR2GmuA9cwDKOD+dsD\nDwBw9H5hFjvOs7NhrPkRWRMyTH9ssOl6Oomi2Eln639wD6edZ2d2f/d5diKaYMJrnwzKJnYMw+ha\nHnjmUcgOsOu24Y1DKYqdkXTznp18bJjB5FDT9XQSvUnXjTXWhNiZM9CFYocEE177eHaangjUMAyj\nU3l8+DFSEzu6JGghpdiFMpxu3rPjxTcyK9VlYufZbqz6Y3ZGs67NZ/d3XzdWVBPk1cSOYRhGy1mV\nW87gs/MYh5OBHufZGc0059nJ5PKQGGN2b3eJnZ5k491YIxnn2Zk72H2enSgJcl7j02wEjXVjGYbR\ntQzLcrZO7thqM6aVWX3+0PPx5jw7T63ZCMBW/d0ldvpTrhtrPFe/2BnLjoMXeXauqG4iJikmNJhk\nlkHQtNgRkYUisq+IdF/WJMMwOhbPU7I9j7HDULg9O4O9zrMz1qRn56k1wwDMG+wusdOXKnp26vdS\njOXSkO8NdTdpNeKEROyIyGtF5AHgSWAZ/sSfIrKViNwhIq8LyEbDMIzAeXTlekiMsvv8HVttyrQy\ny48XKcaPNMqK9U7sbD3UXWKn1+/GasSzk54YR/Ld14UFkIj0MKHBzMkWBA3F7IjIscBvgL8DvwDO\nLpap6hoReQp4G/C7AGw0DCMAPE/5zU1386tbbuSuVXeyLv8UY6xkIjqMF8mikSwazYIUcAnPASlO\nfqib/71ZGaDFN1fx/67wvdnfbhvZYvmmv6V8fYS5E/uxaumVgbTHLQ88BsA+O4TbszOrz/fsZJt7\ny165wYmdBbO7S+wM9LhurEwDM3inJ9JECt0XnAyQiKTIF9rHs9NogPKZwI2q+mIRmUuJ2PH5O/Du\nZgwzDCMYPE/5yI9+zXfu+xTZoXshn6Anvzez2JGdE4cwkBgiFUuRjCZJxZLEou62IL7IEHHfEf+7\nfLmqEz2K4qmiqihl3+XrlCwvX7e4XnnZfRv+yaqBPwXWLg8+/TQA++4c7iR5/T0JUGEs19xb9qqN\nTpwEhp8AACAASURBVOxsO7e7xE5fj9+Nlau/G2t8Ik3U607PTjLSQ0E6X+w8F/jwJOXPAPMbrNsw\njIBYt3Gc/c/5bx4f/CXz9FW8f7dz+dBrXsJgX7LVptXNu771M85fcwWj4zn3AG+S5WtXggp7bD8v\nAOval0hEIJ8i3aTYWTfqApS3mdtdSQX7/ZidbAOenUxhnKh2p2cnGU1RkA7vxgLSTD4j2s7A2gbr\nNgwjADK5PHuf9UZW9l3NqdtdzFfPekOrTWqK4szRz6wfpb9nTtP1PTW8ksj4fFKJ8GfgkHwv6Ynm\nHjxrx4ahEGdWfyogqzqDorDO5OsXO1kvTVy707OTivXgRdrHs9NogPJ1wFtEZIu7hIgsAN4J/LkZ\nwwzDaI7jzv0KKwev4Jy9L+Wrb+9soQMw1OvEzprhsUDqW5VeSSK3IJC62p1IoY/R3GhTdWwYH0Zy\nQ103sigSESjEyUzU342V9caJ0Z2enVQshRdtH89Oo2LnE8B2wD9wsTkKvFxEPgPcjYsoPCcQCw3D\nqJvr//UIf8qcycGFj3Lmkle22pxAmNPfD8Dqjc09tIusza2gj+4QO7FCP+mJ5kTicHaY6ER3xes8\nSyFBtgHPTk7TJKRLPTvxVOd7dlT1QeAwXFfVp3Hi5jTg4zixc7iqPhaQjYZh1Ml7Lvw8kpvFlaed\n1WpTAmN2v/PsrBsJxrMz4q1kVrRLxI72MZ5vrt1GJzYS97orXqeIFJINiZ0JTZOMdKfY6Y33QKx9\nPDsNd1ar6r3AUSIyG9gFJ5weUdXVQRlnGEb93PPoMzzY8xNelfocWw2F50Y7xxc768eCETvjsZVs\nlTo8kLranbj2kfGaa7fx/Chx7Q/Ios5CvATZQv3dWBMyTiLSnd1YvYkUxHLkCx6xaOsna2g6Mk9V\n1+O6swzDaAM++atfgEb4+lvf3mpTAmXekHvQrh9tvhvL85R8ciULB7rDs5OQPrJNip2MN0ZSulTs\naIJcoX7PTkHSpKLheeGoh76EE3kbRjNt8dLVsNgRkSjwctzIq9lsyvxVRFX1003YZhhGA/z5mZ+x\nrRzLc7ZpfsRSO7HVkPPsDI8379lZuX4UEmm2n90dYicpfYx6zQ2QzeooPZHujNmJeMkGxc44qWh3\nenb6km7U3vBYB4sdETkIuBQXpFwtNF9x8TyGYcwQN927nPFZd3Lidh9vtSmBM3+WEzsb0s17du59\nbCUAO87buum6OoFUtJ91urypOiYYY05k24As6iwimiTbQDbgQjRNb7z1D/pW0J9yIm/9aHvE7TTa\nkfZtoAd4HTBHVSMVPtHgzDQMoxa+c/VV4EX54DFHt9qUwEklYpBPMpJt3rOzfLXzcuw0P9wJBYv0\nRPvIS3PtNiGj9MS6c77nmPaSyafr3k6j410sdpxnZ2O6PUZkNdqNtQ/wCVW9PEhjDMNojusev4oB\n7wUs2npWq02ZFmSij9EAxM6Ta53YWTQ/XF191eiN91FocjRWPjJGb6w7Y3bi2kvGa0DsxNL0Jrqz\nG2uwx/3ukTYRO416dp6keveVYRgtwPOUFYkb2H/WUa02ZdqIFPqbTo4HsHJ4HQA7L+wOsdMX76MQ\nbU7seLFR+hLd6dlpJMA7N1GAWJb+ZHd6dgZ6/JiddGd3Y30ReKeIdGfSBcNoQ67713/QnrUcvcch\nrTZl2ogW+ppOjgfwzMhayPV2zdQH/Yk+NNas2BljINGdnp2E9JLT+jw7G0adR6M30R3nWDlFsTOa\naQ/PTqPdWAPAKPBvEfkl8ARQKFtHVXVpM8YZhlE7v7n1NgD+67Dnt9iS6SOmfaTzzXt21qbXEc11\nh1cHYDDVD5l0wzlPPE8hPkZ/qjs9O8lIL8Pe03VtMzLu8vL0danYGepz3Vgbx9vDs9Oo2Plyyd/v\nr7KOAiZ2DGOGuGn5rcRzu7DrdnNbbcq0kdD+ppPjAazPrCWeD287lTOQ6gNR1m0cZ/7s+gXLupFx\nEGWwS8VOKtpLvlCfZ2d4zHk0ikOwu42hXve7xzrcs7NToFYYhtE0j4z/k22i4fXqQDDJ8QA25teR\n0u7x7BQnUV09PNaQ2HlmvfOmzertzm6snlgf+ToDvEd9z05vMjkdJrU9s/qdZ2c028GeHdUmEzYY\nhhEonqeM9NzLIX3HtNqUacUlx1vTdD2jhbX0RbrHszPLFztrNzYmFIvbFevpNnrjvXi5+jw7o5lu\nFzu+ZyfbHp6d1k9YYRhG09z16EpIDXPA9nu22pRpJRXtJ9dkvhiAjKxjINY9np1Zfb7YaXAS1eJM\n88WZ57uN3ngvXrQ+sTMy7h7yA6nu7MbqTcbBizCarX/I/nTQzHQR+wAfAA4AhthSOKmqPqcJ2wzD\nqJGr77wPgMV779ViS6aXnmgf+ULzAcq56DpmJbtH7MwdcCJl3WhjYme9v11x5vluoy/Ri8br7Mby\nPTt9qe707EQiAhP9gSQBDYKGPDsishi4DTgGeBo3P9Yj/t+LcCO1bgzGRMMwpuK2R+6HfIIj99m5\n1aZMK33xfgqR5m+e+cRa5vZ2TzfW3AF/qo0GZ4xf50++Om+wOz07A8k+iGVd7pwaKQ65Lg7B7kYi\n+T7Gch0sdoBP4cTN7sDb/GWfU9XDgENxc2Zd3Lx5hmHUwv1r7iM5tpubUiHEDCQHKMRGmqojnZmA\n5Ebm9XWPZ2erQSd21o015hXbkHYPrLmD3enZGUi5xIDrRmoPtk1nnWenv6c7PTv8//bOPL6N6trj\n3yPJsmwrlvfE2VdiSELIUra2tLwSQigEShca4PGgUChtaUt53YCydINC+yiFUgoltEAbSllT9q3Q\nspeEhDUkJGR34jjeZe2674+RE8WWbUm2I1k6389nPo7u3BmdOZFmfjr33HMB+yAVAR0M0hU7c4Hb\njTFt7K2vYwcwxrwG/IEMLwIqIn8UkaiILO9l/2IRWSEiPhHZJCJXxlZyV5Rhx/bAWqqYnmkzhhyP\nqxTjbLXqvqTJpoYWAEZ58kfs1JRZEZmWtMWOddzI8jyN7BRZYqexNfkoRZfYGZHHYscRdQ9KXazB\nIF2xEwa6fl61ACGgJm7/BiBjyQMiMg84E0gow0VkEfAg0IRVJ+hB4DLgt/vLRkUZTNrtG6ktyv2K\nEJUlHrCHU/qF3Z3tu1sBqC71DJZZWU+Vpxiidpo729I6vs3vBSNUjMjPdZ48RV2RneSTbb1BaxjL\nU5K/w1gFpgRfZHgPY30ITAMrCxlYA3wubv9ngR0DM21A/Bb4M9DQy/5fA6uAhcaY240x3wGuBs4X\nkQP2k42KMigEQxHCJZuZVD4x06YMOVVuS6BsbWxN+xw7mq0H/khP/ogdm02QYCktvvTETru/A0Il\nVtJpHtI1m625I3mx4wtqZMcpbvzR4R3ZeQxYIiJdCQL/B5wiIutEZC2wGGsoa78jImcCM4BLe9l/\nIFAH3GqMicbtuhnLH18YciMVZRBZvaEe7CEOqp2YaVOGnJqYQOmKzqTDzlbr2FHl+bW0ny1USmsg\nPb91BL3YwvmZrwNQVhKL7KQwm60zFtkpLclfsVMobgLDXOz8FJhNLF/HGPNnrGGjd4C3gK8YY345\nKBamgIi4sSI0PzfG9BbVmYO1lMWK+EZjTD3Wau5zhtRIRRlk3vjQqvE5Z9LEjNqxPxhZZomd+ub0\nxU5juxXdyDexUxDx0B5Mz2/eoBdbJH/FTnlM7LR2phDZCQUgUpDWWmS5gstWQpDsEDspT90QkQLg\nQKApNoQFgDHmbuDuQbQtHa7AytP5TR99amN/6xPsqwdGD7ZRyv4jGjU0tnayo7kdrz9IKBwhFIkQ\nDEeIRKN7Xsd9dPs+X5L9ut47WQocdk4+YibOgoHnxL+9ZSMAh9VNGPC5sp3RFZbY2dWW3nAMQFOH\ndeyYqvwSO07jwRtOz2/+iA97ND/zdQDKR6QudgLhAETyN6oDUOxwE8qSnJ105qlGsaIiFzNECb0i\nIoAzmb7GmEDsmAOAbwGnGmNCfRzS9Y0NJNjnx1rRXcly1m9v4oZHnuLfH73KFv8a2mUzwcLt4GwH\nW7T/E2QBp6/8A3d/57wBn2fdro2Ir5JRFbk/U2ZMZZfYST+ys9vbCmHnnnL2+YJLSumMpOe3QMSH\n3eSv2Kn2xOoUdSYfpfCF/Egkvz5j3Sl2uAmHhmlkxxgTEZFNwFBK1qOAfyZjjogcaIxZixXNeckY\n81A/x3RN40hkv4teZnDFc9FFF+Hplty4ZMkSlixZkoTJykB4+OV3+cZ9V7LN/TDYQzhCk6nmYA4q\nPJbRI8ZQXuzB43JTVuKm2FlIgd2Ow27f52+B3Y7dNrDQsqXH0+fMJz7L5ujWAZ2jiy1tG3GFcz+q\nA1Bbaf0W2e1NX+y0+tuQUH5FdQCKbB5aItvSOjYQ8eHIY7FTW2F97po7k6/xFIgEkDyO7Cxbtoz1\n9z1EOLyFxesWA9Damv73dqCkW4HsRuCbInK7MaZpMA2KsQY4K8m+9SLyX8BxwOdEpOuuL1jXVxRr\nazLGtLN3+KoW6P7NrwVe6+8Nr7/+eubOnZukecpgEI5EOf4X1/B0+Mc4bBP4nPs6Lv/8lzhkSm3/\nB2ch5z5STUugeVDO1RTejoexg3KubMfldECwhObO9G+abYE27OH8Eztuh4eG6PtpHRs0PgrIX7Hj\nLLBDsISWFKbu+8N+bNH8jewsWbKEv23awcPtl7P851a5u5UrVzJv3ryM2JOu2LFjDQOtF5H7gI30\njIgYY8z16ZzcGLMTuDPZ/iIyDivp+MHupwLGYNX9uQhr2G0VlhCaD7wRd45arMrPt6RjszJ0RKOG\nQy75Ju8W3cInuJTHf/pj3EVJjXJmLYXRctpDgyN2OqhnYsGhg3Ku4YAt5KHFn77YaQ+1UhDJn2nn\nXbgLSgmlOYwVND4KJH/FDnTNZkte7AQjAewmfyM7AKUuN/i9hCPRjCdqpyt2fhX373N66WOAtMRO\nGjzLvnV+urgNS4j9DGumGMaY90RkDXCeiPwhLsn661j5SA8MvblKKiz+5a95t/j3nFV+O3d86yuZ\nNmdQKJJyvNHBETuBgh3UFI8alHMNBxxhD+0pPHS64w234TT5F9nxuDxEwumJnZDx4bLldzqjI1Ka\n0ucuGA1gM/kb2QHwFLmh1dDU5qOmPLOz+dIVO1lVqtUYsxVr2vg+iMgNwE5jzD+67foe8DDwtIjc\nA8wCvgHcZoxZM9T2Kslz37/f4lHfJXws8r2cEToAbns5O8IfDPg8wVCEaNFOxniG53BeOjiNh440\nH9oAvmgbLslHsVOKCbYRjZqUiwOGxUehLb8jOwXRUjpCqUR2/BrZKbYETkNLx/AUO8aYTYNtyBBh\nYtu+jcY8KiKnYE1V/y2wCyv6k9H1vJSefO2B7+O0Tea5n/0s06YMKh5nBZsHIbKzZssusEWZWJU/\nYqcQD940h2MAAqaNcvu4QbRoeFBZ4gFviJYOPxWlqQmXCH4K7fktdpymlM5I8mInZAI4hnQeT/ZT\nUWLNEG1sy/z08wEtkSwiFcAxQFdS8CbgWWPM7oEaNhgYYyb3sW85kHCRUCU7uOkf/2Z32ZN8f8ID\nwz5HpztlrnLCkYGLnfe3WKuyTB2ZP8NYxeKhI5r+LSYgrbgdMwfRouFBldsDDdZSGymLHZsPV56L\nHZeU4jOpDGP5cUh+D2NVuC2x09Ca/Cy2oSJtsSMiVwI/oOcU7qCIXGuMuXwghinKtf+8CScHcvWZ\nJ2falEGnoricaKg5rSGFeD7Ybk0uPGhc/kR2iu2l7DYb0j4+bG/D7cy/YayqUuua65vaOHhyauI4\nYvPhcuS32Cm2l9IQ3pl0/zAa2RldUQbAzpbMTTnvIq30aBH5MXA58AywCJgCTAWOj7VdGuujKGnx\n1oYdbHE/wAmjvpaTiw9Wu8vBERzQ6t0AGxutyM6MiSMHw6xhQamznKAt/ahYxNFGaWH+iZ1RsaU2\ndqSx1EbU5qOoIL/FTomjlKAt+chO2AQoyPPIztgqS+zsaG3JsCXpr431NeAfxpgTjTFPGmM+MsZs\nMMY8YYw5AWuh0AsGz0wl3/jZA/cDcO0ZZ2TYkqFhpKccgI07BzaUtbWlHvFV5twwX19UFVcRcaY3\njBWNGoyzlfKi/Jt6PqbSevBsb079M2ccPorzXOyUFnoI21MQO/gpsOV3ZGdcdVfF8+ErdjzAE33s\nfwxddkEZAM9ufYiKtqOZMroi06YMCaPLLbGzqWFgNTkbOnfiDOZPvg5AzYhKjKsFfzCc8rEtHX6w\nhykryr/b0+TaSgC2N6chFB0+igryO0pRWlhK1JG82IlIAGeei53SkkIIudjtHb5i5yXgsD72Hx7r\noygp81F9M02lz7NgXO7l6nQxptISO9ubBhbZaQk24opWDYZJw4Zaj/XQXr89daG4q9WaFVJalH8r\neI8qd0PYyY621MROpz8EtgjFzvyO7JQVlWKcbUkv+BsRP05bfgtEAFuwjGbf8BU7XwOOEJHrRWSq\niNhi21QR+Q2WEPra4Jmp5BO3PPk82MNceNxnM23KkDG+2hI79S0DEzsd0d2U2CoHw6Rhw5gK63o/\n2pl6hKJrCmx5Se4vmtodm02wBSpp7EzNby1ePwDuwvwWOxXFpWCL0tia3MrnUQngtOd3ZAfAES6j\nNZB5sZPUbCwRaadnvRoH1irj38KqPAx7xVMAWI013KUoKfH0B//CEZrIx2fk7uKWk0ZZYqehbWBi\nx8duqh3jB8OkYcPEGiuStXlX6mJnd7sldspK8i+yA1AQrqTJl5rfmmNJ9G5XfoudSreV1L61sTWp\nAnlRWwCXQyM7TlNGe2iYiB3gfhIU51OUoWCN/1+Mt38y02YMKcWuAvB72NHeOKDzBO27KSvMr8jO\npJHW9W5tSl3sNMfEToU7P8WOK1pJayi1z1yL1xI7I/Jc7IwssxK8t+xqZu600f32j9r8FGpkBxdl\nAyoCOlgkJXaMMWcNsR2KAsDWXW34SlfxiYrcn8xXEKyhoaNhQOcIO3dTWZxfYqcrab2+JQ2x481v\nsVNiq6QjkprfWrvETlF+i50J1db3bHNjcv4ztgCFDhU7xbYy2iMDu88NBpldhlRRunHfSyvBFuWU\njx2RaVOGHFekhqZA+jeBTn8ICtuoceeX2HE5HeD30NCRuthpiYmdytL8FDuljip8kqLY6bTETmme\ni51Jo7pmsyWZGO/w5/0MNgC3owy/DJ9hrISIyFHAZKAc6F75zRhj9teq50qO8K+1qyFcyML50zNt\nypDjlhraBvCLZ0O9ddMdU5Zfs7EAHMEqGjtTHwJs7uwAoMqTn2KnvLCSD1NcaqMtJnY8xfkudmKT\nClr79180asAepNCRP/WvemNEgYdQZJiKHRE5BPgbVtXk3srbGkDFjpISbzesojgyy/r1nuOUFdSw\nKfRG2sdviM1GGluZX5EdgMJoJS2B1CM7bT4rslNTlp9ip7K4knCKw1htvtgwVnF+RylcTgfiL6Oh\nvX//BcMREENRgQ5jlbnKiISHqdgB/gjUYE0vfw3IfPaRkhNsi6xmnGNups3YL1QV1bDWJL/WTne6\nZiONr84/sVNMJe3h1MVOe8ALYWdeiOlEjBxRCcF2OnzBpKtue/3W1POykvyO7ADYQxXsTmI2W4cv\nCIDTUTDUJmU9lSXlmFAL4Ui0/85DSLrf+BnA5caY2wbTGCW/6fSH8LnfZVbp2Zk2Zb8w0l1DJNqQ\n9mKgW3ZbwziTR+Wf2Blhr2ZXeH3Kx3UEvEg4P6M6ECvIuNsaAk12MdB2vxXZKXer2CmMJBdR9Pot\nseMq0GGsMWXV0BZNqwjoYJJugvI6dCq6Msg8t/pDcAT5xLRZmTZlvzC2vAYcQbY2Jl+CPp4drbvB\nyJ5cgnyiyjUKn6M+5eO8IS+2PBY7E6qrAVi7LflcMW8gJnZGqNgpSjKi2BkIASp2ACZW1wCwbvuu\njNqRrti5EviGiIwdRFuUPOe1tR8CcNSMAzJsyf5hQpV1E/hgS3pJyg0du5FAGc4C+2CaNSwYPaKW\nsKs+6dL9XXSGvNij+St2DhxXC8AH25MXih1BHxihtFjzT9y2SrxGIzupMGmkJbDX78js9PO0hrGM\nMQ+IiAtYIyLPAluBSM9u5tsDNVDJH97atg6CxRwypTbTpuwXJo+qgdXw4Y4GFjAt5eObfc3Yg7m5\nUGp/jK+oBb+PrY1tjK9JvlB7Zzi/xc6sidbQ1Ue7khc7nUEfhF1pDbXmGh5nJfWBN/vt1xkTO0VO\nFTt1Y60fdZsbd8G4zC3Am+5srE8BvweKgRN76WYAFTtK0nzYvA5XcGre3FSnj7FuAh81pJek3BZs\noSCanyuyTB1ZC9vhnY31KYkdf8RLgclfsVNaUoj4KtncvD3pYzqDPiSsQ1gAFa5KQklM3fcGuiI7\nmqA8YWQZRBxsa2nAqlSTGdIdxroRaAMWAmXGGFuCLf9i68qAqA+so1JSj3AMV6aMroCwk48ak3/w\nxNMZaaPQ5KfYqRtjRf/WbEstbycQ9VIo+bcIaDzOYC07vMn7zR/2I9H8nnbexagRNURdjQRD3Qcy\n9sUftHJ2NLITW4DWX83OjuGZszMVuM4Y87QxJr3sSkXpRpvjQ8aV5I/YcdhtOHxj2Ny6Ja3jO6Ot\nFEl+ip1Zkyyxs35nimLHeHFK/kZ2AEqitTQFk/dbIBLAFtV8HYCJVbVgi7BmS98P7s6ADmPF4wxV\n09iZ2ZyddMXOu+iK5sog0uYNEHFvpq46f8QOQEl4HDt9W9M61m9aKbKXDrJFw4NRFW4IjGBzc2pi\nJ4QXly2/xU6Zo5a2aPJ+C0YC2Iw+tAGm11oLgL67uW//+YKW2CkuVL8BFJsaWkLDM7Lzv8D5InLY\nYBqj5C//WbsFxDBz7MRMm7JfKbOPpTmSXmQnaGvF7cjf3xwFgVrq21MbAgyJlyJ7foudaldtStP2\nQ9GgRnZiHDTeiiiu7Wc2W5fYcTk1Zwesulgd0cyKnXSLCl4MtAMvi8h7wGYSz8Y6aSDG5SPhSJTt\nu9vZ1thKi9dHMBQmEA7v+RsIhQiGw70eHzWJp+KaXtrTPUZEKCkspLSoiDlTxjFjYk2vfZPh7U1W\ndOPgCeMGdJ7hxqiicWzzv5LWsWF7K6WF+St2iiO1NAZSi+xEbF6KHPktdkaX1vIa9UkXswxGAthR\nsQMwY8JIMMKGXX2LbH/Iytkp0cgOAJWFo6gPrMyoDemKnYOxZlttBtzAQQn6aNHBPmhq83HTo8/z\n9JqX+bDtLVrYSMC1GVPYCjK8XCdPVxL+xa4BzaJas92KbsyZOmawzBoWjC8bx2ttWwlHojjsqQVa\nI442PK78FTuVjvHsCm9I6ZiI3UuJM7/FzsTK0eDz89GOZitJvh9CJoDdqNgBKHYVIL5qttqSHMZy\nqdgBGFs6lpXtW1KuizWYpFtnZ+Ig25E3vPjORr565y9Y47gHCtsRfzUVzGWK8+OMc59GdUkFlW4P\nVSM8eIqLcTocFDocOAsc1r8LrNeJhIVIYrFhS9CeqA1I+ryRSJQOf4Dbn3+KB/g2721qYOakkf1d\nfq981LQV8VVQ5SlO+xzDkak1Y8Eb4r1NDUmX7wcrAkhhG2VF+ZmzAzCmZCIbfc+mdEzU0ZH3Ymf2\n+ImwFV5dszE5sRPVyE48hcFadtK32PGHLLFTomIHgCnV4yDQSf3u9ozZkJ+r4Q2QdNRpNGr43LXX\ns9z7I2xSzqec3+X7i77McfOnD+u6Mr5giAeehZfXbBiQ2NnWvoXCYH4NYQHMGDsOPoJVG7amJHZ2\nNHWAGCpL8jeyM6VyIv9u3k6bN0BpSf8P42jUQEEnI/Jc7BxeNwlehlUbP+J0+l90N2QCOETFThcj\nGN3vbLYusVNcqDk7AHWjx8JWeH9L+gsfD5R0E5QREbuIfFlE/iAiD4rIrFi7R0ROEZH0n3xZztZd\nqS3yHo5EqfvBOSwPXMy86IXU/3A9z195JccfWjeshQ7Axw+aBMCbG1NflDGexuBWSsm/1UfmTxsP\nwOpNG1M6bluj9RmsHpG/YmfWOOuz98r7m5Lq7w+GwRahpDC/C+RNG1MJQTfv7/woqf5hAjg0srOH\ncsdoWul7BqVGdvZlzmTrh+z6HTsyZkNaYkdEyoCXgL8CS4DFQHVsdwfwW3K4evLqj7al1P/wy7/P\nuuI/87Wau3jj57+ipjx3flmOqnAjnTV80JBa7kR32thClTP/IjvTxlSC38O79R+mdNz2ppjYKc3f\nYaz5UyYCsHLDxqT6N7VbC1rmu9ix2QSXbxKbWpIUOyZAgU3FThfjRkzEV7ixzz7BsJWg7C5SsQMw\ne3ItRO1sahp+kZ1rgBlYFZQnA3vCE8aYCHAfcPyArctS3t26Oem+l9/9CCucv+akol/x+wvOGEKr\nMkdJcDKb2wcmdvyFWxntzr/Ijs0mFPunsaF1XUrH7WixxM6osvyN7BxaNw6idt7dvjGp/q1ePwAl\nhVoN2GMmsjO4Mam+EQIU6DDWHqbXTMYUNbK9j/wTfzgIRnA6dCEBAGeBHXvnaHa0Dz+xczJwozHm\naRLPuloLTEzXqGznw93Jhc1bOvxcvepCqlqO44Hvf2eIrcoclbbJ7AqnP4zV5g1gihqZUJ5fM7G6\nqLZNY2coNbGzq80qXD66Mn/FjsvpwO4dy/rdyUUoWrxWZGeEK78jOwCjXJNoleT8FpEABTaNUHQx\ne4I1fPrye737LxAKQqRg2KcpDCZFobE0+ofZMBZW9eS+vikF5HDy8/aOjUn1O+PGmwgXb+XO036T\n0x/6ce7JdDjTFzvvb7bKiE+sSj5BN5eYMGIaHc7UxE5juxXZGVOVv2IHoDQ8hS3e5HzXGhM7bpdG\ndiaVTSJY/JE1q68fohLUYaw4jqyzFrNcsaH3aHYwEoSoCsR4quyTaY6klgIymKQrdtZDn2n8xwLv\npXnurKeF/oexOv0hHm/6DQf4/odFH5u+H6zKHAfXHki0pJ5NO1vSOn7ddkvsTKoZWGHC4cqBsGI6\nsAAAIABJREFUNVOJluzoMyzend3eVjBCTVnu5H+lw1jXQexK8lbT7rOGsUqLNLIzb0IdFPh5+d3+\no9QRCeC0q9jp4qAJNRAs5r36vsROCImo2Ilnwoip+ArSqxY/GKQrdv4IfEVETmVvvo4RkUIR+Tlw\nHPCHwTAwGwm4NvU7/fyHd95P1L2NX5yUs3naezh6xkwAHnvj3bSO39BgiZ0DxuSn2Jk/2VoP7IW3\nk09Sbu5shUBpyoUIc40Z1QcRdK+jwxfst29rpxXZKS1WsbNg9gwAnnu7f6EYlQCFKnb2YLMJhb7J\nbGjuPZodjAQRjezsw0GjpmFcTRl7/3TvlDcAdwLLsPJzwJqZ1Q78CLjVGHP7wM3LUhx+/vNB31MP\nl73/Z0qbP8nnPzFrPxmVOY6bXwcRBy+ufSet47c0WWJn+tjqfnrmJsfOPRCAF95L3n/twXbs4RFD\nZdKw4chpM8Ae5rnV/QvFDn8sslOsw1gfmz4Wgm5e39j/DxRjU7HTnQozjW2BD3rdH4wEEaM1duKZ\nN2lqRt8/LbFjLL4KHIUleh4HVgG3Ap82xlwweCZmJ4+8sarXfeu27qZxxDMsGvfl/WhR5nAXOSns\nOIC3d6Yndra3NiD+sqQKw+Ui42s8ONon88bW3j9T3ekMebFH3ENo1fDg2DnWSjUvvNt/hKLdZ0V2\nPCUa2bHZhJLOg1jb3L/fjD1AoSM/v5u9MbV0Jq2Fvd/vNLLTkxMPncl542/I2PsPKAZujHnRGPMd\nY8xnjTGLjDHfNMb8a7CMy1oCHl7c0PuiZj9/4CGwRbjkc6fsR6MySw0z2eJPT+w0eBtwBPNzCKuL\n6shsNnSuTrp/Z7gDh8nvfB2A6eOqkM5qVm7tP0LR4bfETrlbxQ7AaMcM6iPJRXZcKnb2Yf74WUSL\nd/L+5sQreYejIWxGxU48NeUlnL/oExl7//we8E+T0mAda1p6FzvPbHycES1HpFT+f7gzvfxgWotW\nJTW7oztNgZ0URfJb7NSVHUKLa1XSS5H4Il4KjEZ2ACoCc3i/ZUW//bxBaxjLU6LDWAAHVc6is+Qd\nOv2hvjs6VOx055hZVnrCY2+8nXB/KBpUsZNlJC12RGR5itvDQ2l4H3YeIyLPikiLiLSJyBsi8sUE\n/RaLyAoR8YnIJhG5UkSSqgA1vqiOXY7EYiccibLd+U8O8XxmgFcyvFhw4GEYVwtPvNH7OHZvtEYa\ncNvyW+wcPmk2pmh3v7lgXQSiHThFIzsAB3oOpcH5Wr9C0RuwIjtlbhU7AAtnHQoFfh58OfEDGyAY\nioAtgqtAxU48/3XIVAgX8vKHiaPZoWgQG5qzk02kEtk5ATgGmAnMSnLbr4jI2cCTQBArUfp/gReA\ncd36LQIeBJqAb8b+fRnWMhf9cvDoOiLurby1oWeBpPtffAtT1MTn5+aX2DntU4eCEe5/7ZWUj+2k\ngbKC/BY7XzjiYwD87eVXk+ofMF5copEdgKOnHYYpbuDl9/qeRt0Z9EPYmfcz2Lo49ZNzIeLgkTdf\n67VPW2cAAFeBRinicTkdFHfMYlXDGwn3h6JB7BrZySpS+dZvA1xAI9ZsrCOMMZP62CYPicW9ICIT\ngJuAG2L5Q783xtxqjLnYGPN/3br/GiuheqEx5nZjzHeAq4HzReSA/t7r+HlzALjjuZ7pSX995TkI\nuTj7mMMHeEXDi7HVpbjaZvLq1uQe1vEEHA1UFeW32Jk7bTSOtik8sy65lLegdOCya2QH4NRPHArA\n/a++3me/zpAPwpqv00VFaRHF7bP5T33vYsfrt6b0Fzk1stOdaa4j2WxeTrgvbELYUbGTTSQtdowx\n44CjgTeBHwNbROQZETlbRLJhDuwFWNdzBYBI4hi/iBwI1GFNj49PMLk5dvwX+nujA8dXU9B2AE+t\n+2ePfW82vE5px8fycmbRRMcRbAi/mNIx0agh6tpFTUl+TjuPZ5LtKNYF/p1U37B4KbJrZAdgxsQa\nHG1TePbDvoWiL+TDFlGxE8+UwsN7fWADtMciOyp2evKpyUcSLl3POx/1XO8pbIIqdrKMlOK5xpgX\njDHnA6OwRMFurGhKg4g8ICJfEMnYinGfAdYAnxWRLUC7iOwWkZ+ISPxaDXOw1vPaJ6PRGFMPbI3t\n75cp9k/zYej5Hu318gZTiualdwXDnEXTjyHoeZ/X3k++SmZDixccQUaVVg6hZcODoyYchd/zFuu3\n9194K2LroLhAIztdHOBYwJrQU3328Yf92KKarxPPorrPECpdx7/eSrz6T7vPEjvFKnZ6cMZRHwfg\nzudf6rEvYoLYRXN2sol06+yEjDEPG2NOBUYCXQLob8D3B9G+VJgGjAeWYlV4/jzwGFYuzs/i+tXG\n/tYnOEc9MDqZNzt22n8R9Kzhlff2Lh3xUX0z4dL1HDY+P8XOt09YAFE7Nz75eNLHbNrZDMBIT/lQ\nmTVsOH/BMSCG3/zjyX77Ruxe3E6N7HSx+KCFfT60AfxhH7aoRnbi+cbx/wURB7c8k/gz1xETOyWF\nKna687HpY3G0TeHRNU/32BdGIzvZxoAy9WJRnIXASVgRET+wcaBGiUVhMlvcYW6gDLjcGHOVMeZB\nY8x/A08A344b1uq62wUSvLU/bn+ffO/kRRB2cu0/HtjTdt/L1gytE+fNT+l6c4UJI8sobT2SZzc9\nmvQxWxotsVNbrmLnY9PHUtwyn4c/eKjfvqagA7dTIztdXLDoaIjauempx3rtE4j6sRuN7MQzvsZD\nadsRPLclsd86/LHIjoqdhMx0nsCa6D96zASMmBAOUbGTTaQsdkTEJiILReRPwE6sJSOKgK8CNcaY\nuwbBrqMAXxJbZ1xCsS/2955u5+qyb063fom+va64/X0ytrqUmo4FPFd//5625z9YCcESjp3Xb45z\nzvLpUSezw/0EH9U3J9V/W5PVb3xVxVCaNWw4suJkthQ9RkuHv9c+4UgUCnyUujSy08X4Gg9VbQt4\ncmv3r/9eAhEfDqORne4cNfIkdrqfTPid9fo1stMXp80/kah7G8uef3Of9ghBCmwqdrKJVOrsHCki\nN2EN9TwKTAUuAUYbY443xtxtjPEOkl1rgLOS2M5m73DU9tjf7tliDViLlXaFDrr619KT2rjz9MpF\nF13E4sWLcT2zjbbHX+Tjnz6GZcuWsa75fUo6D8rrqa0//dJpYItw6bK/JdV/R0tM7NRoZAfgfxd9\nEZwdXHr3A732aWztBKDUpZGdeL44/Qzayl/sdSgrGPXhSC5wm1dY39kwP/7b33vs8wYsseN2qdhJ\nxAXHfxLxVXL9M3/Zpz0imrOzbNkyFi9evM920UUXZcweRwp9X8SKejyGFS3ZGGsfLyLjEx1gjOm9\nzHAfGGN2Yq25lQorsATYGPYdShuDlZDcVdd7FZb4mQ/sKZIgIrXAWOCW/t7o+uuvZ+7cuTS2dlJz\nzViCtjksWbKE8167kZGOuhTNzi0OnjyK6raFPNR2G9Ho+dhs0mf/Ha1WMu6EkWX7w7ysZ+H8Ayi7\n+2jubr6F33Fawj4NLR0AlBVrZCeeK089md//ys2P7vsjLx388x77Q8ZPgegwVncOmVJLVduxPNT2\nR6LRr+7zne0SO8WFGqVIhLvIyRzbmayM/pk27y/2zMKNamSHJUuWsGTJkn3aVq5cybx5mclpTTUE\nUYSV+Pt34D99bG/E/u5P/oYlYs7paojNwjobq3jgCgBjzHtYkaPzus3S+joQBXr/Sd2NKk8x82zn\nsCJ6O5sbWvEWrWGKJ7/FDsB3j/wOvrKV/PK+nol73Wn0NkNgBC5nKro7tzl71gW0lf+b259MXP+k\nsc0KoJaVaGQnnpryEuaZ83gldDPbd7f32B80PgpEIzuJuPDQb+Et+w+/efj5fdo7uyI7RRrZ6Y2r\nTvoqpmg3371j2Z62qITyXuxkG6mInbPjtq/0s3X12W8YYx4GngV+JCK3iMgFWNWUjwR+aIyJXwDm\ne8DBwNMicq6I3IBVcfk2Y8yaVN73D2ddhLH7Oea672JczRwyVsXO9z9/DCUth/LzVy7vd62sZl8z\n9qDm68RzzZmnUNg6g+89fknCJRAa26zIToVbIzvd+f3/XIQp8HL6Td3riEIYH06N7CTkslOPo6jl\nEK564fJ9PnO+kFVUcISKnV454bADqW35HH/e+BM6fJa/oqKRnWwjlaKCf051G0rDe+EkrCUfTgT+\nD6gBTjfG3N7tWh4FTsHK4/ktcDLW9PRvpvqGc6eN5hP2i1nnXgrAJw5UsWOzCVcffR3estf479/8\noc++rYFmnBHN14nHWWDne3Ouprn8OS68dVmP/c0dVmSnwq2Rne58bPpYjjD/y/Phq3l6xbp99oXF\nT6FdIzuJsNmEqz7xK9rKX+Tc3/1pT7svaEV2RhSr2OmL33/xp4RLNnHyddcCYCRIgS2/c3ayjZzK\npDXGdBpjvmuMGWOMKTLGHGKMSTg9wxiz3BgzzxhTbIyZYIy50hgTSed9H774kj3//vSsKWlan1tc\nuPgo6rxf5Z7mi7n72d5XpG4PN1NoVOx056f/fSIT2pZw86av89jr+wYbmzqsyE6VRyM7iVj+v5fh\n6BzL4ru/QEPz3jkTEfGp2OmD733+M0xuP5M7dnyLB1+yFrjcI3Y0stMnJx05gyPND3k2fBV/eOxl\norYgTrtGdrKJnBI7maKitIinTljL/5T/MS+XieiNly67gRLvTP7nqc/2mJrZhTfaTLFNxU4iXvj+\nzRQGxrL478fy+H/2ribf0mk9wKtKNbKTiCpPMfee8hD+4vVMv+rEPfk7EfFTaNdhrL546ZLf4eqc\nzBceOo7lr76HL2SJHb2v9c+TP7qC0rYjuODfJxAt2a5iJ8tQsTNILJg3jT9965z+O+YRFaVFvPbt\nR3AFx3Ha05/kC9fdiD8Y3qePjybcdhU7iZgwsowXv/Yk9oib4x88lLN/u5RwJEprpxXZGVmukZ3e\n+NzHZ/K7I56gpWglE38xj5v+8W+idh9FDo3s9MWoCjevfPMJnOFKTlp+OPd+9DuI2vK6nEayuIuc\nvPWj5RT787fOWjajn2BlSJkxsYb1P/4nM8Jncn/ntxhxyTQW/uxqHnntfaJRQ9DWjMepCcq9Mf+A\nMaz/0atMCizmT83nUPK9GSxdb61+Uqp5FH3y9RM+wROffx1ntIILVx5FtGQ7RQUqdvrjkCm1fPCj\nfzEt9EV8ZW+Cre9JBspeJowsY+tPn+c4xzVcsvjLmTZHiUPFjjLkjKpw884vb+avn1rJWPNxnvL9\njBOfOAjHpRWEStdRXqSRnb4YW13Khl/fxR8OfZmRzCZUuhbxVfVbw0ix6ha1/Oplvjv271Q0L+DE\n2R/PtEnDgvE1HtZedzu3HfYKP5rU//Ilyl7K3C4ev/QHfHr25EybosQhxvSc2qokRkTmAitWrFjB\n3LlzM23OsKWpzcfNj73AC+tW8GHL+/zypO/xpaNmZ9qsYcPWXW00tHQwd1pSa9YqiqJkBXFFBeel\nW3Q4XbSSm7LfqSgt4rIvH8dlHJdpU4YlY6tLGVtdmmkzFEVRhg06jKUoiqIoSk6jYkdRFEVRlJxG\nxY6iKIqiKDmNih1FURRFUXIaFTuKoiiKouQ0KnYURVEURclpVOwoiqIoipLTqNhRFEVRFCWnUbGj\nKIqiKEpOo2JHURRFUZScRsWOoiiKoig5jYodRVEURVFyGhU7iqIoiqLkNCp2FEVRFEXJaVTsKIqi\nKIqS06jYURRFURQlp1GxoyiKoihKTqNiR1EURVGUnEbFjqIoiqIoOY2KHUVRFEVRchoVO4qiKIqi\n5DQqdhRFURRFyWlU7CiKoiiKktOo2FEURVEUJadRsaMoiqIoSk6jYkdRFEVRlJxGxY6iKIqiKDmN\nih1FURRFUXIaFTuKoiiKouQ0KnYURVEURclpVOwoiqIoipLTqNhRFEVRFCWnySmxIyLzROQREakX\nkXYRWS0iF4pIj+sUkcUiskJEfCKySUSuFBF7JuxWFEVRFGXoyBmxIyJzgZeA8cA1wHeB9cANwK+7\n9V0EPAg0Ad+M/fsy4Lf70WRFURRFUfYDOSN2gK8BBvikMeYGY8xtxphTgH8BZ3X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LAAAF\nGklEQVS8/PLLe9rWrFnDpz/9aRYsWLCPf71eLxdffDHV1dUce+yxvPHGGzQ2NrJ9+/Y9fVpbWxk/\nfjy7d+8GEv//KEo+o2JHUZSU6Gto6pxzzuGYY47hrrvu2qd9wYIF3HHHHVx88cXs3LkTl8vFyJEj\n98kzOffcc3G5XNaifSL8/e9/3yehOZdYunQpZ5xxxj5tdXV1jB07lo6ODtauXcvcuXMJBoMALFy4\nkGeffRYRYenSpSxZsmSfYz0eDwsWLOCuu+7ic5/7HO3t7YwfPx6whM/48eP3TPNXlHxEKygrSpYi\nInOBFStWrGBupkI4Ss6ycuVK5s2bx/z582+vra11Az9Zvnz5e/0eqCjDEJ16riiKoihKTqNiR1EU\nRVGUnEbFjqIoiqIoOY2KHUXJXiLAniRVRRlMuj5XIhLNsCmKMuTobCxFyV422my2wFVXXVVwxRVX\n2HT1c2WwCAaDXHXVVcZut0c9Hk8rUJppmxRlKFGxoyhZijGmVUQWP/XUU8ufeOKJwkzbo+QWdrs9\nWldXt6yoqCiQaVsUZahRsaMoWYwx5ikRGTl79uxvFBUVHRMKhdZl2iaA1tbWI4PB4Izq6urbuu8L\nh8Pu5ubm00pKSv5ZXFy8Ltb/U6FQaHJVVdUd8X2bm5tPMMa4Kioq7otv37179xKbzdZUXl7+JEBT\nU9MXgUBFRcXydOxtbm4+PvY+D8S3t7e3z/X7/fMqKirutNvtex76qdrbhTFGWlpajg2Hw+OqqqqW\nxg8RxWworKioeDCdaxhMbDZb1OPxtMSEjhsIA/4Mm6UoQ4aKHUXJcowxrYsXL34UmAiUAx2ZtQgK\nCgrsPp+P0aNHF3TfFwwGHQAej8fh8XgKABwOhy0QCPToLyISjUale7sxRux2u23UqFEFAIWFhRu9\nXu8hpaWlE91u97b4vuFwuMBut4dFpNeiYYWFhY2dnZ2zRo0aVWiz2fYIkN27d9u9Xi+1tbUFDodj\nT3uy9obD4UKHw7FPZKSwsLC9s7NTRo0aVWi328Nd7dFotNrlcq2vqqrq4bMMMRIrb9MDvAxs77u7\nogxfVOwoyjBg+fLlqxcvXnwLcDRQkWl7gsGgNxAIANR33xeNRj1+v98UFxe3dO0PBoO+QCAQ7d4/\nEAgEo9GovXu73+8POxwOf1d7WVnZrra2tlH19fWfKSoqequwsHBHNBp1hkKhar/fP33ChAm/Kygo\n6DUyUVhYaJqamma3tbUVlJWVbYy7jqmBQABjzA7iIhvJ2rtly5azbTabt7CwcKvD4egIBoPVXq+3\nrrCwcJ3dbt/SdVxHR8eozs5O54gRI1Ym8lkGCQGbgPuWL1+ukR0lZ9EKyoqipIyI3AhcYIzp8YNJ\nRCYAG4CzjTF3xtruAE4xxni69f0nUGGMmd2tfQPwtjHmpLi2YuAS4IvAeKANWAvcD9xojIn0Y/Mq\n4HVjzHlxbVcAlwPVxpimuPak7BWRc4HTgRlYw0FbY/b83BjTEXfcNcCpxphJfdmoKMrQoGJHUZS8\nQETOAG4Cxhtj2vbj+zqBjcAvjDE37a/3VRRlL1pnR1GUfOEvwGbgG/v5fc8GgsAf9vP7KooSQyM7\niqIoiqLkNBrZURRFURQlp1GxoyiKoihKTqNiR1EURVGUnEbFjqIoiqIoOY2KHUVRFEVRchoVO4qi\nKIqi5DQqdhRFURRFyWlU7CiKoiiKktOo2FEURVEUJadRsaMoiqIoSk6jYkdRFEVRlJzm/wFHk7qu\n5oCbkwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10948d710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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KIkRERHqm8wm/LDaKUD3RQPj1NAglFJD/svaKknkURIiIiPQ0lXQ2dR9wf2bc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\nVMt/7tnT6fFqSb8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10829cc90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ykWTCyDAMo48xx6g+RX1WZVbrNjpG3fo+1F0SpKlQWsyotLL3bsJoCiIiB4vI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\nIiIiAQVGIiIiIgEFRiIiIiKB/w/FX+PGLbQ4qQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x108106c90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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VlXuoXyx6MHd9m5lZubVvZrI5bivO7mr6PGlwdCVt2dpJwEhd3EOBPau2mw8Y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\noq/F3Na9Uf5Cr5uk9wL/BF4FdozsolC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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1094f82d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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H7zpp1f85t//6YpZe/lyo1Hsm/oPsi0tcz6pwzjkzeyq3TQd/jZn9AD+3RgN/Kt8j8KXy\nufMNbAX+G7jMzJpTxz8AH0QuwM9zcYCZPRR/QDH8uI7ntxh8ut859/4OvryVeDd+GvwnAv8Xji0Y\nAJ6GD6r/6Zz7WQe2cyF+H/8aOHGBgaSf6lJ3FPiDxw+AT5i/qN8v8AeTY4C7AXfGD3S9BcA590sz\nuwhfTfmlmf0QX7J/An7s1eEOpodwzm0zsyfi9+3lZvZV/N/mk/AHli86585dwWssAt83s+vC13c9\nftzH6fgqx9eWUq10zk2GfxsPMbPR8IyT+Q55Uzvndodh6Kv4bpbnmtnc6eBPxYeLHP41L+bD+Pls\nvhz+3d2Ir+o8Gj9XyjMP9zo65CLgBWZ2H/zZS0fhu7wMX91rNbD4EM65L4Th7EP4eW0uw18aoTkd\n/P3wc6DMPyHhn/D77DVmdk98SD4NP53CTvxg5VYejf9sv2BpL1NWTdTnFre64af5PRc/gnsGf2D8\nZw4zQ+gC69qM7+d+zrzlTw2XP3IVXk8OX478bgT7csF5Rlo89pH4yk1zMGoJP+jvHFrPxvkc/Cj8\nKfyHxZfxB69D5qLAD6xrHOZ2zRJfU9fnGZnze3sjvjzfnIH1QhaYsRNfZasv8/dzuH3Sck6Pw+yX\nheYAaeCvqTL/vsHwdf4KPzZjJnwPfB3/bbs47/Ej+Pk9duIrgr8NH9dyG/gKUv1wvy9um4F1Orz9\nCnjpIvvtBwvcd9D28F+6XoefaO268H29C3/QexGQWcbv64zwffSSRfb/Py/w3Aw+SHwDHyLK4Xvq\n//Dh/s5L2W/4b/ffxw9Ab84K/AT83/oh21/sfbnY76bV+4lDZ2D9CrfNwHoRbX6e4qvG78SH8r34\ncTa78EH5lbSYtwQ/9mMrfuB9OdynH2fhmYZHwt/9+e20Ubfu3iz8JcVG2H/+O3wy/ghhnyL+j/hr\nzrmlnL8+d32b8R9qz3NzZmA1s2F82NkOPMrNG8lvZuudn1NixcIzT84HznLOfaYT61zGth+C/zB6\nm1vhKa+9zMxOwA9a+7Rz7vnRtkZ6Vdhl9zug4pzbFHV7Vpv5C05eSw/+HZnZK/EX3XuQ60xVUzoo\njt00z8En2Ps55/4YLvtE2D/9t4uURw8SjnEY47Zz7s8I+7XBz346ZWYvw49h2G5m5+JL0cfhr776\nE3x/ZieciU/urQadrZa3mr/A3B+dc6dF2I5VZf5CfM3upXglb+k5zrnAzF4HfMPMnuycO+zYCIle\n2BX0RuDLCiLxFMcwMhz+nN9HuBNfHlzqJeZfx22z7Dn8jIDNqsrngCnn+6pvxL9JX4c/P/9G/BiR\nFQ9OhAMVmMcC33Ctz/Pvtus4eJBXR6o9PeSnHPz6NYpeVsQ59y0z+3uWN9+IROsEfNfip6Nthiwk\njt00j8bPQHkBvs9yD35g5EeBTzjnXhdh80RE+lbYTdPs7lzNs3ck4WIXRgDM7E340dLN0/wc8A7n\n3Fuia5WIiIh0Qxy7acB3LVzIbZPi/DXwJjPb5Zz7f1E2TERERDordpWRcErjTwJ3cM7dPGf52fjz\n2I91zh1yoapw9tRH44NMeXVaKyIikggF/Nia7zjn9qz2xuMYRi4EUs65B81b/iT86bGnO+cOmT0v\nnGb886vTShERkUQ60zm36tdPi2M3zZH4rpn5mleOXKjN1wGcc845nHpqp6543h+2bNnC1q1bo25G\nT9E+a4/22/Jpn7VH+215rrjiCp797GfDbZccWFVxDCNXAqeb2R2cc3+es/xZ+FN7f7vA88oAp556\nKps29d1cRCsyOjqqfbZM2mft0X5bPu2z9mi/tS2SYQ5xDCPvAh4D/MTMPoQ/tfcJ+PEgH3fO7Yyy\ncSIiItJZsQsjzrmLzez++ImqXoa/WNK1+FN937XIU0VERKQHxS6MADjnfg08Pup2iIiISPelom6A\nRG98fDzqJvQc7bP2aL8tn/ZZe7TfekvsTu1tl5ltAi699NJLNWhJRERkGbZv387mzZsBNjvntq/2\n9lUZERERkUgpjIiIiEikFEZEREQkUgojIiIiEimFEREREYmUwoiIiPSUIHCMv+e/+enl10fdFOkQ\nhREREekpn/vBrzl3+u942ie2RN0U6ZBYzsAqIiK95daJEn/csZurbtrNDbfeyuRsiVK1TKlaZqY6\nS6VeJXABgQtwzuFwB37OXxa4AIejETSoB3Uark49qBO4BnVX50ougEGoUor6ZUuHKIyIiMiyBIHj\nnB9eymd/9m0u2/cT9mf+QGNox8JPqOehkcNcGjBwBqTCn4a5lF8e3mekwuWZ8JYmhf93igwDnMB0\nsJsZbl6NlyurQGFERESWJAgcr/jYF/jUn/6L8thvoTLCBh7EvQpncpf1p3DShqM4ccMR3H7jejaM\nDTE6WGComCOT7vyIgAe85U38Iv35jq9XoqEwIiIih3XZ1Tfz0A+OM7HmQjbweN58yn+x5YkPZ6CQ\njaQ9I/kRgtpEJNuWzlMYERGRRf3wsqs5/fMPgVzAu+/6A177lIdH3STWFEdx1UmCwJFKWdTNkRVS\nGBERkQX9acetPPqc00m7QS556Y/YdPJRUTcJgHWDozAVsHPfNEetG466ObJCOrVXRERaCgLHw977\nIhqZSX70/O/GJogADBcHANg3NRtxS6QTVBkREZGW3viZr3Dz2Fd5/XHn84A7Hx91cw4ymC8AMFkq\nR9wS6QRVRkRE5BDlap33//6fWLf/0fzXWU+JujmHGCoojCSJwoiIiBziDZ85n+rIn3jf498RdVNa\naoaRqVmFkaWqNwLe99UfEwQu6qYcQmFEREQO8ZnL/5vRfQ/h2Y/YHHVTWhodKAIKI8vxqo9vY8v/\nPYyPfPOnUTflEAojIiJykG/+8o9MrLmQ55z20qibsqDhoq+MTJcVRpbqZ9f/EoDf7bgu2oa0oDAi\nIiIHefe3zoPKMP925pOjbsqCRgYURpbrL+U/AXD93psibsmhdDaNiIgc5JL9X+VYexwjg/mom7Kg\nA2GkojCyFEHg2Jv7DQATlfjNXKswIiIiB/z08uuZHfsNTz7qDVE3ZVGjgz6MlHoojASB44obbuHK\nG3dzza7d7JrYz0zFX9W4VC1Tqs1Sa9QOXMW4efXiVv+/7QrI4b+Z8/95/3YuYKKxGze2G4CZ2nTE\ne+JQCiMiInLAx3/wfQhSvOaMR0fdlEWNDfkwMhPjMLJ/usx7vvI9vnb5d7mm8ktmildAfqr1g+s5\nqBcxlwWXOuhKxgf+7VLYgasbpzDSmEuFVzlOHfzvubdw+Yb9j2fCrqOUXqANEYpdGDGzTwHPXeBu\nBxzjnNN1o0VEuuDiGy6i2LgHxx85FnVTFjWQ9xfoqzZqEbfkUDftmeLp7/9Pflb9CK64h0z9BI5L\nP4g7Df4Ndz36ZE46ciN3uN0Gjl0/xprhImNDha5c2biV9a9+NCUURpbiI8D35i0z4KPANQoiIiLd\ncwMXcdfCk6JuxmGlUgZBmmo9XmHkgxdcxKt/Mk6Q28c97SW8/TEv5nH3OiU2F/PLp4aoOHXTHJZz\n7hfAL+YuM7MHAAPA5yNplIhIH/jFFTuoD1/Ho094SNRNWZpGNlaVkdd88ktsvf5ZjFUfyDee++nY\nTaEPkLUCpWBv1M04ROzCyALOBAJgW9QNERFJqvMv+RUA4w+6b8QtWaIgSy0mYeR9X/0xW68/k+Nn\nns4f/uPTDBSyUTeppVwqT71RiboZh4h9GDGzDPBU4KfOuRuibo+ISFL9/LrfkJrdyN1uvzHqpiyJ\nBfGojFx78z5e+7MzGas+MNZBBCCbytMwhZF2PAZYj7poRES66srJy1jLPaJuxpKZi0dl5K+3/iNB\neoZvv+QzsQ4i4CsjQQzDSC/MwPosoAp8OeqGiIgk2a2Z33Dy0D2jbsaSWZClFkQbRr536VVcUfwE\nZ4y+hfucemykbVmKXDqeYSTWlREzGwDOAL7tnFvSiJstW7YwOjp60LLx8XHGx8e70EIRkWS44oZb\nCIZu5D5HqzKyHC8/952k7Eg+9dqXRdqOpcqn89T/tJczzjjjoOUTE9HOyhrrMAI8BSiyjC6arVu3\nsmnTpu61SEQkgb77mz8A8LC73CXiliyduWgrI9fevI+r8udyev7NrB0pRtaO5chn8nDnNBf85wUH\nLd++fTubN0d3hea4d9OcCUwDX4+6ISIiSXbptVdCkOKhdz0p6qYsWcplqUcYRl5/zjmQqvHuM58f\nWRuWK5/J49LqplkyM1sPPAL4vHMuvvP9iogkwBW3XEmmcnysL443X9Rh5Hs3nscGe0zPnH0EUMjk\nIYZhJM6VkWcCaXQWjYhI1/2ldBWjjTtG3YxlSZGl7qIJI5dft5vJsZ/yuBOfHMn221XI5iFTIQhc\n1E05SJzDyLOAXcAPom6IiEjS7bUrOTrfY2EkwsrIuy74OjjjH570hEi2365i1le+SpXoT4meK7Zh\nxDl3f+fcUc65eMU3EZGEqdYaVAev5uR1J0fdlGWJsjLyw+u+x9DkvTn1uCMi2X67CpkcANOz1Yhb\ncrDYhhEREVkdl1xxA2Sq3OPY3gojabI0IggjQeC4MXMhdx7skWv4zJHL+EnZZmNWGYntAFYREVkd\nv776OgDudYfbR9uQZUpblrpb/W/4P/jNnwkGd/LYkx+86tteqXzWh5FyrR5xSw6myoiISJ/74007\nANh88jERt2R50mRpsPrf8D//04sgSHHWIx+w6tteqVza1yBUGRERkVi5du8ObHY960cHom7KsqQt\nSy1Y/ZkffvGXX1Ko35njNowe/sEx06yMzFYVRkREJEb+MnUDhVr8r6syX9qiqYzsqF3GUeneuYbP\nXAe6aWIWRtRNIyLS5/bUdjDKcVE3Y9kyliNY5TBSrtaZGfwtd13fO9fwmSuX8TWIisaMiIhInEza\nDo7I915lJGNZGra6YeT7v7kKsmUefKfeDCMFddOIiEgcVQo3cOxQD1ZGUtlVr4x857LLAHjife6+\nqtvtlEJMu2kURkRE+thfbpmE/CQnre/NyohjdbsbfnPj5aTKR3HSUWtXdbudksv6w361Hq9uGoUR\nEZE+tv3qvwBw6tE9GEZSGYJV7qa5fvpKRoI7reo2O6mQa84zEq/KiMaMiIj0sT/deDMAdzq6d648\n25RJZXGrHEb2uKvYmOutmWrnKobdNBWFERERiYvrbtkFwGnHHRlxS5Yvm8quamUkCByzA1dx0poe\nDiN5H0bi1k2jMCIi0sdu3L8LqoNsXDsUdVOWLZvO4mz1DqqXXX0z5Ga4+zG9dXXjufLhmBF104iI\nSGzsnN5FptJ7VRHwY0ZcavUOqhf/4SoA7nfHHq6MhGNGKnWFERERiYk95V0U6r0ZRrKpLKxiGLn0\n2ishSPHgu/TWBQXnOtBNE7PKiM6mERHpYxONXQxbb4aRXDq7qpWRq/deR3r2aEYG86u2zU5rdtNU\nGxozIiIiMTHNTsayvRlGsuksrOKYkZ2lHQz04DV85ho4MIA1XpURhRERkT5Wye7iiIFeDSMZSK/e\nQXVvfQdjqR4PIwWNGRERkRipNwKCwm5uN9ybYSSXyUKqQRC4VdnedHoHRxZ7O4zkMmkA6uqmERGR\nOLj25n2QrnPc2t6b8Az8mBGAUqX73/LrjYD6wA6OH+u9a/jMlUoZNDJUG6qMiIhIDFzxFz/h2Ykb\nerMyks80L/rW/W/5f7zhFshUOXlDb1dGAAiyCiMiIhIP1+66BYDbH3lExC1pTzbjzwxZjcrI9qt3\nAHDnY5IRRmrqphERkTi4ce8eAG6/cV3ELWlPszIyuwph5PK/+DByz5N6P4xYkKGmyoiIiMTBrsm9\n4IzjjxyLuiltORBGqt0/sP559w6o5zn1uN6sIs1lLkstUBhZEjPbZGYXmNkeM5s2s9+Z2SuibpeI\nSFLsnt6DVcbIZdNRN6Ut+eYVaFdhzMjNUztJz270A0B7nAXZ2FVGYjkDq5k9CrgA2A68HZgGTgKO\nibJdIiJJsnd2L5lqb3bRAOTCMSOrURm5tbyLQqM3B/rOZy5DPYjXmJHYhREzGwY+A3zdOfe0qNsj\nIpJU+yt7yAVro25G25qVkdUIIxP1XQyRlDCibpqlOBPYALwJwMwGzKz362IiIjEzVd/LAL1bGSlk\nm6f2dv+lOhcJAAAgAElEQVTAOs0uxjLJCCMpl6WuMHJYjwAmgWPN7I/4LppJM/uwmfXu1YlERGKm\n5PYymOrdykgzjFTr3e9yqGR2sb6YjDBiLkvDxaubJo5h5GQgC3wN+BbwFOCTwEuBsyNsl4hIopRT\nexjN9W5lJBdegbbblZEgcDQKu9jYo9Pmz5ciE7tumtiNGQGGgCLw3865LeGyr4ZVkReb2Vucc1dH\n1zwRkWSoZfayptDDlZFc2E1T6+6BdcctE5CpcvTYhq5uZ7WkyNJw8QojcayMzIY/z523/AuAAfdb\n3eaIiCRPEDiC/B7WD/RuZaSYXZ0w8ocbwmnzj0hIZSSGY0biWBm5CTgN2DVv+e7w55rFnrxlyxZG\nR0cPWjY+Ps74+HjHGigi0uv2Ts1CpsKG4d6tjBTzqzNm5M83+8PRHW6XjDDS+NMebr7yas646owD\nyyYmJiJsUTzDyKXAI4GjgavmLD8q/HnLYk/eunUrmzZt6lLTRESS4eqb/FTwR63p3cpIPhwzUuly\nZeTaW3wYOfXYZISRwinHkj/1FC547/kHlm3fvp3NmzdH1qY4dtOch++OecG85S8EasCPV7tBIiJJ\nc/0tewE4Zm0PV0bCMSPdDiM79u6CRpYTNy5amO8Z6RiOGYldZcQ5d5mZnQ2cZWZZ4ELgYcDfAP/u\nnNsZaQNFRBJgx62+MnL8ht6tjDS7aSr17h5Yd8/cQqp8RCKmggcfRmoHhmfGQ+zCSOglwPXAWcCT\nwn+/2jn3wUhbJSKSEDft85WR4zf07rf9ZhipNbo7ZmRfeQ+5eu+GtvkylqUSTEXdjIPEMow45xrA\nv4Y3ERHpsD0zfsDi0etHIm5J+wrNMSNdroxM1vZSCJITRlKWoUG8umniOGZERES6bF9pAirDPXvF\nXoCBQvNsmu4eWKeDvQz08Ey182UsS6AwIiIiUdtfniBdGz38A2Msl/FBqtthZJY9DKcTFkZMYURE\nRCI2WZkg0+jdLhrADyhtZKk2untgrab3MpZPTjdNJqXKiIiIxMB0bYJs0NuVEQCCTNcHsDaye1lb\nTFBlJKXKiIiIxMBMY4KCJSGMdLcyUq7WcYX9HDGkMNJNCiMiIn2o7CYoJiCMWJCl1sUwcv2u/QBs\nHE1ON002lcUpjIiISNQqNsFgJiFhpIsXfbtul5+P5ag1yamMKIyIiEgs1FITDGcTEEZchnrQvTEj\n19/iZ6o9Zl2Cwkg6i7PujrNZLoUREZE+VM9MMFpIQhjpbjfNTXt9ZeTEIxPWTZNSZURERCLmcpOM\nJSWMdLGbZueEDyMnHNm70+bPl00rjIiISMQmZyqQqbBusPfDSMplqXcxjOya2gO1ImtHil3bxmrL\npjOgMCIiIlHacYu/Ls264d4PI+YyNFz3xj/sKe0lXUlOFw1ALp1VGBERkWjdtMeHkSOGe3sGVoAU\n3e2m2V/ZS7aenMGrEIaRdJ0gcFE35QCFERGRPnPzPh9Gjhzr/cpIymVpuO6FkcnaXvIuOeNFAHIZ\nf4HBcjU+Z9QojIiI9JldEz6M3G5N74eRNN0dM1IKkjE53FzNMFKqxKerRmFERKTP3DLpw8jR63r/\nIJsiQ4PufcOvuEkG0r2/n+bKK4yIiEjUbp0Ow8j6BIwZse5201RTyZipdq5mZWRWYURERKKyrzQB\n1QEGCtmom7JiabobRmrpCUZyyQojzcpIpaYxIyIiEpGJ8iSpWu9XRSAMI3QvjDQSMlPtXPmsKiMi\nIhKx6eo06cZw1M3oiLR1b56ReiOA/CRrBpIVRgrNMFJVGBERkYiU6tNkgqGom9ERacsSdKkysnPv\nNJhLxEy1c+UVRkREJGqzjWmyLhlhJGPd66a58dbm5HDJCiO5TAaAssKIiIhEZbYxTd6SE0YC685B\n9aa9YRgZScb4mqZmN025pjAiIiIRqbgpCpaQMSOpDEGX5hnZPTEJwMYEzFQ7VyHXnIFVYURERCJS\ntWkK6eRURlyXKiPNmWqPSsDkcHMdCCOqjCzMzB5iZkGLW8PM7h11+0REel3NphnIJCOMZFPdG8B6\n61RzcrhkhZFitjnPSHzCSCbqBizifcCv5y37cxQNERFJkkZqmsFsMsJIJtW9MSN7ZiYgSLFxTTL2\nVVMx78NItR6fSc/iHEZ+4pz7n6gbISKSNI3MNEO5ZBxgM6kMzrpzUN1XmsCqI6RS1pX1R0XdNMtk\nZkNmlo66HSIiSeIy0wznkxFGsuksLtWdg+pEZYJULVldNADFMIxU6gojS/EpYBIom9kPzWxz1A0S\nEel15WodsmXGisk4myab6t4A1qnqBNlG8sLIQLObJkaVkTh201SBLwPfBG4FTgNeB1xkZvd3zv1f\nlI0TEellu/ZNAzBaTE5lhC5VRqZrE+Rc8sJIc8xInCojsQsjzrmfAz+fs+gbZnY+8FvgncDjImmY\niEgC7N7vw8iawYSEkVQGl+rOmJHZYJKCJWvCM5hTGYlRGIlzN80Bzrmrga8BDzOzZI0kEhFZRbdM\n+DCydighYaSLlZFZN0ExlbzKyEBBlZGV2AHkgEFgeqEHbdmyhdHRg9884+PjjI+Pd7d1IiI94NZJ\n//G5bjgZYSSX6V4YqdoEQ5nTurLuKH3pvC/CF+B72fdzxve/CsBEOMFbVHopjJwElJ1zCwYRgK1b\nt7Jp06ZVapKISG/ZO+0/QtePJCSMpLOQCqg3AjLpzhb7a+kJhnPJq4yMj4/zrD88j/uNvIgvvf4V\nAGzfvp3Nm6M7TyR23TRmtr7FsrsDTwC+s/otEhFJjmYYOXIsIWfTpJtXoO38uJFGZoqRfPLGjAAQ\nZKk11E2zmC+a2SzwM2A3cGfgRfiumX+MsmEiIr1u38wUABvGklEZyWf8+IdSucZQMdfRdbvsVGLm\nY5nPgiy1QDOwLuYrwJnAFmAEuAV/qu/bnXPXRNkwEZFeNzE7Dc5YO1KMuikdkQvDyGyHr0BbKtcg\nU0nMfCyHUGVkcc65DwEfirodIiJJNFmehtpgx8dXRCUfXvStVOnsgTVp87HMZy5LLYhPGEnGu1FE\nRJZkqjpNqpacA2wuHDNSqXW2y6E5H8vaoWRWRixmlRGFERGRPjJdnSbVGIy6GR3TrIzMdrgycstk\nsuZjmS+lyoiIiERltl4iEyQwjHR4zMgtE36gb1LmY5nPXJa6woiIiESh3CiRYSDqZnRMIQwj5Q6H\nkeYp0BtGk9lNk4jKiJldYWb/ZGbHd7pBIiLSPdVgloxLxpk0cFtlpNNjRvZM+8rIEaPJrIykSEZl\nZAfwL8A1ZnaRmb3QzJI3TZ2ISMJUghI5S05lJJ8JJz2rdfbAur/kKyO3W5vMyoiRoe56PIw45x4F\nHAO8DigCHwN2mtmXzeyJZpbtYBtFRKRDqi5ZYaSQ6043zf7SFAQpxoYKHV1vXKRdlkavhxEA59wu\n59xW59y9gFOBdwP3AP4HH0w+bGb371A7RUSkA+rMkkslp5vmQBjpcGVksjINtSFSqWReKD5FloaL\nzwysHRnA6pz7k3Pun4EH4mdLXQO8FLjYzK4ys5ebmQbLiohErGYlCunkVEaKYRip1jt7YJ2qTJGq\nJbOLBiBNNlbdNCuegdXMBoEnA88GHh4u/gbwWaAKvBj4AHA34CUr3Z6IiLSvYbMUExRG8tnmpGed\nPbDOVKfJBMkcvAqQtnh107QVRswsDTwaH0DOAAaAS4HXAtucc7fOefgFZvbvwMtRGBERiVQjVaKQ\nUTfN4czUp8kECa+MUI26GQe0Wxm5GVgH3Ah8EPisc+6KRR7/WyC5v1URkR4RpEsMZJNTGWl201Tq\nnQ0js40pci65lZGM5agE01E344B2w8i38N0wP3TOucM92Dl3LnBum9sSEZEOcZlZBrLJqYwM5MMx\nIx2ujJSDaXKW7DDSID7dNO0OKv0k8NuFgoiZrTezB7ffLBER6bQgcJApMZhPTmVksJADOl8Zqbgp\niqnkFvQzqRwNq0TdjAPaDSM/Ak5f5P5HhI8REZGYKFVqkAoYTlAYGSr6MDJb6+yBtWrTFNPJrYzk\nUnkaMRoz0m4YOdyJ13mg0ea6RUSkC/ZMlgAYzCenm6aQa55N09kDaz01xWAmuZWRbCpHYPEJI0se\nM2JmxwEnzFl0ygJdMWP4s2auX1nTRESkk5phZKSYnMpIKmVQz1OudzqMTDOYS25lxIeR+HTTLGcA\n61nAWwEX3t4U3uYzfFVEp/GKiMTI/plZAIaLyamMANDIUal39sAaZKYZSnAYyWfyvVkZAc4Dfo8P\nG+fhJzK7eN5jHDADXOac29WRFoqISEfsm/aVkdGB5FRGACzIU+lgZSQIHOSmGC0kt5sml87hUj1Y\nGQnnEbkCwMzOAi5yzl3brYaJiEhnTZZ8ZWRsMGlhJEel0bkD6/7pMqQCRovJrYz4MNKblZEDnHOf\n6XRDRESkuyZKvjIyNpisbppUkKPa6NyBddd+PxnYSHGwY+uMm0Imj0v3WBgxs7PxXTAvds41wv8f\njnPOvWBFrRMRkY5phpE1Q8mqjKRcvqOVkb1TYWgbSG4YyWdykO69bpqHAwH+VOBG+P/Dzbx62JlZ\nRURk9UyXfTfNmqGEVUZcjloHKyNJHVszlw8jNYLA+TOSIrakMOKcO2Gx/4uISPxNlf1Bdt1Isg6y\nKZenFnQujOyfblaQklsZKWbzgJ8IrzlxXJTanfRMRER6zHR1FpzF4uDTSWmXoxZ0cADrgbE1yQpt\nc+Wz/j0wWYpHV01bYcTMfmFmW8zsmE43aIHtvdnMAjP77WpsT0QkiWarZagXYlGW76Q0eWquc5WR\n5tiatQkbWzPXQM5XRmZm4zGItd3KiAPeDVxnZj8xs1eY2cYOtusAMzsaeAMQn2sdi4j0oEqjCo1k\nVUUA0paj7jr3DX9yNgwjw8kNI4WwMjJT6eEw4py7L3Ai8I/469B8ANhhZj80sxeb2foOtvE9wCXA\npR1cp4hI36k1aliQvDCSIUe9g5WRpI6tmauY8++D6dke7qYBcM7d4Jx7l3PuXsBJwFuANcBHgJvM\n7NsrbVx47ZunAFtWui4RkX5XbVSTGUYsT72DV6CdDsPI2FChY+uMm4F82E1T7uHKyHzOuWudc+8E\nNgEvBmaB01eyTjNL4SsuH3fO/X7lrRQR6W/VRpWUy0bdjI7LWI5GB7tppqslqA4kbmzNXAcqI+V4\nVEbamoF1PjO7L/B04GnAUfjxHV9Y4WpfBhyHn9NERERWqNaoYS55lZFcKk+jg/OMzFRLWCO5XTQA\nA3n/PpiNyZiRtsOImW0GnoEPIcfiqyHfAL4IfNO59mOqma0F/gV4u3Nub7vrERGR29SCKqkEhpGM\n5WhY577hl2olUgkPI4OFcJ6Rag+HETO7GjgBqALfwp/t8nXnXKlD7XoHsAf4UIfWJyLS93wYSV43\nTTaVI7DOHVRnayXSSQ8jYWWkVOntbporgLcCX3POTXWwPZjZHYAXAX8PHG1mAAYUgKyZHQ9MOuf2\ntXr+li1bGB0dPWjZ+Pg44+PjnWymiEjPqQVVUiSvMpJL5ztaGZltlEi75IaRbdu28eGPnQ03wUe/\n/o/88OwjmJiYiLRN7V619/GdbsgcR+PDxweAD7a4/xrg/cBrWj1569atbNq0qXutExHpUXVXI53A\nbppcOofrYGWk3CiRTXAYGR8f5673fTh3/exGnnbSm3j7sx/P9u3b2bx5c2RtWupVe48Dfzrv3P8f\nTvPxy/R74Mktlr8DGAJehQ8kIiKyDHVXJZ3Aykg+nSdIdS6MVIISWZIbRgAGC+EA1mpvddNcBzgz\nKzrnqs3/L+F56eU2yDm3B7hg/nIz2+Lvdl9f7jpFRCQMI5a8MSO5dA6X6txBtepK5CzZYWR4wA9g\nLdd6awDr8/Hhozbv/6stim2KiCRC3VXJJLAyUsjkcR2sjNRcicH0mo6tL46aF0ss13sojDjnPr3Y\n/1eDc+5hq71NEZEkaVAja8NRN6PjcpkcpDtXGalZiUI62ZWRXCYNzpitxaObpt2r9p5tZvdZ5P57\nm9nZ7TdLREQ6reGqZBLYTVPI5CBTJQg6Uzyv90EYSaUM6nkqMemmaXc6+Ofhr0ezkBOB57a5bhER\n6YIGVTKWwG6abDj+oVrvyPoaqRLFTLLDCABBjnK9hysjS3AUfkZWERGJicCqZFNJDCP+NU2WOnNg\nDVIlBrLJDyMW5Kh2cBr9lVjyPCNm9kTgiXMWvdjMHtnioWPAI4FfrbBtIiLSQQG1RIaRYq6zV6AN\nMiWK2WJH1hVn1sj3XhgBTsNfCA/8WS33AebPkOKAGeAiFpiUTEREohFYMseMFMPKyNRsh7ocMrMM\n5pIfRlIuRyUm3TRLDiPOuXcC7wQwswB4gXNupVfmFRGRVRJYlWw6eZWRQs6/pk5URuqNANK1A+NQ\nkizlclSD3quMHOCc69ZYExER6ZLAauQSGEYG8z44THegMjI549cxkCuseF1xlwry1GLSTdPuqb2b\nzOzvFrn/78zsHu03S0REOs2lqokMI8Vc8wq0Kz+wNrt6iv1QGSFHNYhHN027FY534AepLuThwL+1\nuW4REekCl6qSTSVvzMhgwQeHToSRiZmyX2c++ZWRtMtRj0k3TbthZDNw8SL3Xwz8VZvrFhGRLnCp\nKvlM8iojA80xI5WVf8tvVkYG8smvjKTJU3O9HUaGgcVmlwmA0TbXLSIi3ZBK5piRoaIPDrPVlR9Y\nJ0vNykgfhBHLUXe93U1zFfCoRe5/DHBNm+sWEZFuSFfJZZLXTTOQb44ZWfmBdabs1zFUSH43TZY8\ntR4PI58E/trM3mtmY82FZjZmZlvxYeSTnWigiIisXLXWgFSQyG6a4WJzzEgnumnCykgh+ZWRrBWo\nu3LUzQDaPLUX+ABwD+DVwKvM7KZw+VH4gPM5YOvKmyciIp0wPeu7MJpTpyfJyKCvYpSqHaiMhIFm\nuNgHlZFUgXrQw2HEOeeAs8zss8DfALcHDPgacL5z7sdmtgbY17GWiohI20qVGpDMMDIWhpGZysov\niTZd9gfnZrUlyfKpInXr4TDS5Jz7EfCj5v/NLA+cYWZfxXfVJD9aioj0gObspPkEjhkZKoZjRqor\nP7A2u3pGBpJ/+MqnCzTqCQgjAGZmwCOAM4EnAyPALYCmihcRiYlmGEliZSSVMqgVKNVWfmCdrTa7\nafqgMpIuEPR6ZcTMNuMDyDOBjfiL5J0LfAi4JOzKERGRGGhOCNacrTRprFFktgNhZCasrowOJr8y\nUsgUaKRW3rXVCcsKI2Z2e3wAORM4GbgR+DzwS+CL+PEiP+90I0VEZGVmwzEj+WzyumkArFGg3IEu\nh2ZlZGQw+ZWRQqaAS/dYZcTMfg7cG7gV+DLwQufcT8L7TupO80REpBOSXhlJBQVmayv/lj9bK0Mj\nQyad/OvBFrM9GEaA+wDXAq8B/tc5t9gMrCIiEiOlcHbSgQSHkUpj5QfWcq0CjeR30QAM5IqQiUcY\nWU70ewVwM/AVYJeZfdTMHhYOYBURkRgrV303TTGfzDCSdsWOhJHZehlrJL+LBmAgV4BUg3I1+trC\nksOIc+7DzrkHAifhJzR7EPAD/LiRt+MHsGrQqohIDDWv21LMJXPMSMYVqHZgAq9KvYL1TWXEv879\n09FXR5bdKeacu9Y592/OudOAe+HPoHkoftKzD5vZx8zs8WbWH79NEZEe0AwjAwmtjGQoUAlWPmak\nXC+Tcv1RGRnM+8P0vunoz6hZ0Qgd59ylzrnXAMfiL5z3HeAZwAX4ga4iIhIDzTAyWEhoGLECtQ5U\nRqqNCumgP75LN8PI5EwPVkZacc4FzrnvO+eeBxwJjOO7cJbNzE4zs/PM7GozmzGzW8zsQjN7fCfa\nKiLSjyo1P2YkqZWRrBWo0YFumqB/KiPNKxNPlhISRuZyzpWdc190zj2xzVUcDwwBnwZexW3jUS4w\nsxd2ppUiIv2lXGt20yRzzEjOih25Am0tqJB2/VEZORBGZqMPIyueDr7TnHPfAr41d5mZfQjYjj+t\n+BNRtEtEpJc1w0hSu2lyqQK1DowZqQZlMvRHZWR0oAjA9GwZBtKRtqUnZnUJp5bfAYxF3RYRkV5U\nrvsw0ryoXNLk0wUaHeimqbkKaeuPMDJc9JWRqbIqIwsyswGgCIwCTwQeC2yLtFEiIj2qWvdjRgq5\n2H7sr0guXSBIrfyg2nA10iSzK2u+5pWJp2ZngcFI2xLnd+V7gJeE/w6A84FXRtccEZHeValXoZH1\nV7hNoGKmSKMDV6BtUCNLsQMtir9mGJmuqDKymK3Al4CjgKcDaeiTjjwRkQ7zYSSZXTTgL/oWpFc+\nZqThahRTIx1oUfw1r0xcUhhZmHPuSuDK8L/nmNm3gW/gL9a3oC1btjA6OnrQsvHxccbHx7vSThGR\nXlCpV7Eg2WGkExd9C6iRtmR302zbto1t27ZRbwTwZ/if3DvZvjbaABbbMNLC+cBHzOxk59xVCz1o\n69atbNq0aRWbJSISf7WgBkFyD7LFbAE6EkbqZBIeRppf0IPAkf6XDA9a8zJe8+C/YvPmzZG1qSfO\npgk1O/FGF32UiIgcotqokkpwZWQwV4RM1X/bX4HAaqStl76nty+VMqgXmK1G300TuzBiZke0WJYB\nngvMAn9Y9UaJiPS4aqOKueSGkeZF3yZnKitaT0CNTCrZlZG5rFGgVIv+2jRxjH8fNbMR4CL8FYE3\nAmcCdwJe45wrRdk4EZFeVAtqpFxyD7JzL/q2dqT9s2EC67MwEhQo16OvjMQxjJwLvAB4KbAOmAIu\nBV7vnPvfKBsmItKrao0qqQRXRpphZGKFF33rtzCSUhhpzTl3HnBe1O0QEUmSWpDsMDJc9NWQlV70\nzVmNbB+FkXRQoBKDMBK7MSMiItJ5dZfsMNKpi771XRhxRSqBwoiIiKyCepDsac6b11mZnFnZYExn\ndbLp5O6n+dKuQLWhMCIiIqug7qqkSW5lpFMXfXOpGplU7EYwdE2GApUOXO14pRRGRET6QN1VSVty\nw8jYoB8z4i/61j6XqvVVZSRnA1RjcJKqwoiISB+oUyWT4MrImqEBACZmV3hgTdXIKYysOoUREZE+\n0HDJvubKuhEfRiZLMytbUZ+FkUJ6kJqtcJ91gMKIiEgfaFAlk+BumvWjPoxMVdr/lh8EDtL1Pgsj\nA9RRZURERFZBgyrZVHLDSCadglqRqXL73/Kr9QYAuUz/hJGBzCD1lCojIiKyCgKrJrqbBsDqA8xU\n2/+WXyrXgD4LI9kBgrQqIyIisgoCaomujACkGoPM1Nr/ll+q+DCSTffPqb2DuUGCjCojIiKyCgKr\nkkt4GEk3Bpittf8tfzYMI/k+qowM5QYgo8qIiIisgiBVJZtOdhjJuEFK9fa/5c9W+y+MDBcGIV0/\n0EUVFYUREZE+0A/XXMm4AcqNFYSRZmUkm+z9NNdwIZyfZYVXO14phRERkT7gUlVyCa+M5GyQygom\n8KrU6kB/hZHRgUEA9k1HOyW8woiISB/ojzAyQMWtvJum0FdhpDlZnCojIiLSZT6MJPsgW0gNUltB\nZaRc7b9umjWDvjIyWVJlREREui1VI5dJdmVkpVObl2vNAaz9c2rvWHhNn6lZVUZERKSLgsBBpkoh\n4WGkmB6gYSuvjBRy/VMZWTccVkZWeLXjlVIYERFJuHK1OTAz2WFkIDtII73yykg/jRlZO+wrIzMV\nVUZERKSLpmerAIkfM7LSqc0PhJE+qowcMeorI9NlVUZERKSLbjtLJNmVkaH8IG4FU5tX676CVOyj\nMDI2VACgVFVlREREuqhZGSnkkh5GBiBbplprtPX8SlgZKeb7J4xk0imoDlCqqTIiIiJdVKr4MFJM\neGVkpOC7HPZOtXdgPRBG+qgyAmCNAWZrqoyIiEgXzZR9GEn6/BnDRT8Y89aJ9rpqKvXmPCP9c2ov\nQKo+yKwqIwczs78ysw+Z2e/NbNrMrjezL5rZyVG3TUSkFzXHjBQT3k0zNtCsjLQ3iLUZRvqpmwYg\nHQxQaURbGYlj/HsDcH/gS8BvgY3AK4HtZnYf59wfomyciEivOdBNk/Aw0pxNdM9Ue5WRahhGBvos\njGTcIGWFkUO8Bxh3ztWbC8zsPOD3wBuB50TVMBGRXjQbhpGkz58xNui7afZOtxdGag1/2BkoJHs/\nzZd1g1Qa0XbTxC6MOOcuabHsz2b2e+DUCJokItLTmvNnDOSTXRnZMDoMwN7p6bae36yM5DLpjrWp\nF+RtmKqbjLQNsRszsogjgVujboSISK+ZrfrKSNLDyJFrfBi5daq9A2u1UYNGllTKOtms2Cumhld0\nteNO6IkwYmbPBo4Gzo26LSIivaYZRgYLyQ4jt1vrw8i+mam2nt8MI/1mID1CfQXX9OmE2IcRMzsF\n+BDwU+CzETdHRKTnNMNI0qc5HxnMQz3HvtIKKiMudqMXum4wO0zd2uva6pRYhxEz2wD8L7APeJpz\nzkXcJBGRntM8ZTXplREAq40wWWmvMlJr1LAg2YGtlZH8CI0VXNOnE2IbAc1sBPgOMAI80Dm3cynP\n27JlC6OjowctGx8fZ3x8vPONFBHpAeVaf3TTAKTrw0xW2quM1IN6X4SRbdu2sW3btgP//8Ofr8FN\n74uwRTENI2aWB74O3AF4hHPuT0t97tatW9m0aVPX2iYi0muaYaQf5s/INEaYqa2gMuKSv4/mf0E/\n6wNn8+nLXwAfi65NsQsjZpYCzgPuC5zhnPtlxE0SEelpzTAyVEx+ZSTnRpipt1cZqQX9EUbmWzM4\nHHUT4hdGgPcCTwAuANab2Zlz73TOfT6SVomI9Cg/MNP6Yv6MvA1TarQfRlJ9GEbWDY1E3YRYhpG7\nAw4fSJ7Q4n6FERGRZajUqtDI9cX8GcXUCFON3W09t96nlZH1w6qMHMI597Co2yAikiTVRhX6YGAm\nwEB6mFuDP7f13HpQI9WHp/ZuGI2+MhLrU3tFRGTlqo0a1kj+eBGAwewI9VR7A1gbrk6K/ghtc20Y\ni4x17VsAAB/kSURBVL4yojAiIpJw1UYVC/ojjAznhqmn2z21tz/HjGxcozAiIiJdVm1UMdcfYWQ0\nP0KQba8yUne1vqyMNKfRj5LCiIhIwvnKSH8cZEeLw5Cbpt4Ilv3chquR7sMwMlDIQj3asKowIiKS\ncL77oT8qI2sH/WDMnXuXf62VuquRtv4LIwDUByPdvMKIiEjC1YJq34yFaM6ZcfPe5Y8badCflRGA\ndENhREREuqgWVEmTj7oZq2JdOGfGzfvaCyMp679TewEyTmFERES6qBpU+qabZuOYv1Dqzn0Ty35u\n4Op9WxnJuqFIt68wIiKScHVXJdMnlZFjj1gDwM37ln8V2oAamT4dM1KwaM+oURgREUm4WlAhbf1R\nGbn9xrUA7JzYu+znNqiRSfVpGEmpMiIiIl3UoEqG/ggja0eKUM9zy3QblRHr37NpBjKqjIiISBfV\nXZWM9Uc3DUCqsoY9peVXRgJqZPu0MvLZl22JdPsKIyIiCdegQqZPumkAsvW17C8vvzLirH/HjGQz\n6Ui3rzAiIpJwDauSTfVPZSQXrGGy1mY3Tao/T+2NmsKIiEjCNaiQTfVPZWTA1jLdWH43jbP+7aaJ\nmsKIiEjCBVbtqzAymF7DrGuvMpJNK4xEQWFERCThAquS66NumpHsGiqpNiojqRq5dP+EtjhR55iI\nSMIFqUpfHWTXFNZSbyy/MkJK3TRRUWVERCThnFXJZ/qnMrJ2YA1Bfh9B4Jb1PF8ZURiJgsKIiEjC\nuXR/VUaOGFoDmQp7p2aX98SUxoxERWFERCThXKpKvo/CyMZRPyX8dbuW2VWTqpHLKIxEQWFERCTp\n0lUK2f7ppjl6bTOM7Fnyc+qNAFKBumkiojAiIpJg9UYA6Rr5TP9URu5wuw0AXLNr95KfUyrXAMir\nMhIJhRERkQRrHmSLfVQZOeVYH0auv3UZYaTi95O6aaKhMCIikmCTpQoA+Wz/VEY2rh2C6gA3TSw9\njMxWVBmJUizDiJkNmtm/mNm3zGyPmQVm9pyo2yUi0mtmylUACn0URgAylQ3snN615McfqIxkFUai\nEMswAqwH/hk4BbgMWN7J4iIiAsDUrK+MDOT6p5sGIN/YwJ7yMiojVVVGohTXGVhvAjY653ab2Wbg\nV1E3SESkF+2bKgEwOjAQcUtW1xBHMlFfehgph2GkoMpIJGJZGXHO1ZxzS38XiYhISxMlP/HXcLEY\ncUtW12hmAzMsvZvmwJgRhZFIxDKMiIhIZ+yf8ZWRscH+qoysK2ygnF5GN01NlZEoxbWbRkREOmBy\n1ldGxgb7qzKycfhIGm43QeBIpeywj1c3TbRUGRERSbDJkq+MrBnqr8rI0aMbIDvLzn3TS3r8gTCS\nUxiJgsKIiEiCTZV9ZWTNUH9VRk444kgALr9u55IeX1Y3TaQS102zZcsWRkdHD1o2Pj7O+Ph4RC0S\nEYnOTCUMI8P9FUbuctwx8Du4fMeNnL755MM+vlLrn8rItm3b2LZt20HLJiYmImqNl7gwsnXrVjZt\n2hR1M0REYmGqUgJnjAz01zwjm08+BoA/3rRjSY9vVkaKfRBGWn1B3759O5s3b46oReqmERFJtFJ1\nFmrFJQ3iTJL1owPY7Fqu2bO0MNKsjBTzyQ8jcRTbyoiZvRwYA44OF51hZseG//6Ac24qmpaJiPSO\nmWoJa/TX4NWmfOVYbnTLDCN9UBmJo9iGEeB1wHHhvx3w5PAG8DlAYURE5DBm67OkGv01XqRphGO5\ntbrEMFJXZSRKsQ0jzrkTo26DiEivm62VSAf9WRlZnzuGa6o/X9JjZyplAEYHC91skixAY0ZERBJs\ntlEiHfRnZeTooWOp5JdWGZmt+QsK9ttA37hQGBERSbBSfYqcG4m6GZG4/bpjccW93DpROuxjZ6tl\naGTIZdOr0DKZT2FERCTBysEUeevPMHKXY08A4KeXX3vYx87WytBQF01UFEZERBKs7CYppvozjDzw\ntDsA8Is///mwjy3XK5jCSGQURkREEqxikwxm+jOM3O3EjVAd4rc3XnXYx5brZVIKI5GJ7dk0IiKy\ncvXUJEPZ/gwjqZRRLN2Bq2tLCyMWaPBqVFQZERFJsHpmkpF8f4YRgHV2Mjurhw8jlUaZtFNlJCoK\nIyIiCeayk4wW+jeMHDd0MlPZw4eRalBRGImQwoiISEJNz1YhW2bNQP+GkTsdcQcaQ3857Om91UaZ\ntFM3TVQURkTk/7d37/FR1Wfixz/PzCSTDAmBkHAJChFUwgoigapYl2rlIoi00hZEXVaU4k+7/XWV\nbe2iFbC/tl66da2W+rMl7IIIxcvStNIi2K5rESoEuXgJUJWLcjEJgdznkvnuH+cEJpMJ5H4mw/N+\nveY1me/5nm+e82Ry5plzVQnqaJl114zMHudvMfL3wy4D4LV33j9rv4Cpw4NuGXGKFiNKKZWgDpWU\nA9Avo5fDkTjn5qtGQNjFnz7YddZ+wbAfj2gx4hQ9m0YppRLUJ8dLAbiob7bDkTgnK8NHcuWlvOs/\nRzFCLclyft7DJx7olhGllEpQh0qtYmTogCyHI3FWP0ZxsO7sxUjAVJHiSuuiiFQ0LUaUUipBfVpe\nAsDFOX0cjsRZwzNHUeHbRThsmu0TkEp8bi1GnKLFiFJKJajjlaVQl4EvJcnpUBx1/bCx4K1g/bbi\nZvuEXFX0SErvwqhUJC1GlFIqQZXWlJIUOH+PF2kw58tXQ9jFmi1vNdun3lNJuleLEadoMaKUUgmq\n3F+CN3x+Hy8CkNMnHV/FaN4+3HwxYpIqSffqbhqnaDGilFIJ6mToGGn0dTqMuJCXOp5DErsYCQTr\nIamWjBTdMuIULUaUUipBVchhsr0XOh1GXLhx+HXUpx9kw/Z9TaYdK68CoJdPt4w4RYsRpZRKUH7v\nYQamazEC8J1pN0AwhWc2FjaZdrjkJABZ6RldHZayaTGilFIJ6EhZJaScYkgfLUYA+vbuQb/qibx1\nvGkx8tFR6xTo3Gw92NcpWowopVQC2r7/MADDB2ox0uDGi75CRcZmtu39tFH7gRL7eiwDtBhxihYj\nSimVgHZ89AkAY4YOdjiS+PH/Zn8DQil8/zfLG7V/esIqRoZdqMWIU7QYUUqpBFR0qBgCPr4w7AKn\nQ4kbF2T35NLAbN6s/DV1gdDp9iMVn0MgjV5peqM8p2gxopRSCWjfiQ9JrcnD49bVfKQf3vxt6tMO\nce9zK063HTz5Cd7aXOeCUvF5114RSQZ+CNwOZAK7gYeNMZscDUwpFfeOlFXyyuZ32fbxXopL9lPm\nP05lfSk1lBGSasLiJywBjMuPcfsxUm/PaUCM9Rz5s5io6YARQCKeXWdeGxdC5HTX6X7S0M+eJrhw\nh338+ItLWTDjyx2ah6PBD+nnHt6hYyaCmeNH8cC6r7Oy8lGePHUrWRk+jgY+ojdDnQ7tvBaXxQiw\nArgFeAr4G3AnsF5ErjPGvO1kYEqp+LPlg0MsfnUVm8t+S3XP7eCqh7ALj38wqaEcekgWOZ7LSHX3\nINntxev24vVYz26XG5cIAIIgYj9o/Azgsl8bDPXhMAaDMYawCWOMsdobfm5o5+w/b6/4Pd/d9nXG\nDN3OdaOGdEg+auqCVKa9y/VpX+uQ8RLNstt+xI3rRjHxsYUU/egpypN2c6X3H50O67wWd8WIiFwJ\nzAQWGGOesttWAu8BTwDXOhheQlq9ejWzZ892OoxuRXPWNh2dt79+eJhZv/4+B9NXQzCVC+QmvtJr\nLjO+cA0TR19Kzx7eDvtdneWTo/dz6U+/wJT/mMHhxW+TleFrNL0tOXv5L7sgqZabRo3ryFC7lbPl\nbfLYS/nKph/zW/8DXLGwnnCPo9x4yd93cYQqUjzuTPw6EAJ+1dBgjPEDy4BxIjLQqcAS1erVq50O\nodvRnLVNR+Xt2Ikqxi96hKtXDeOw5w1uTf8Fnz1wjMM/W8uq++/ha9eO7BaFCMBFA3qz5pb/os63\nn4sXTeHg8ZONprclZ2v++icIpnLr+PyOCrPbOVfeXv3ePzO8+h72pD5LUsUlfHfGxC6KTMUSj8XI\nFcA+Y0xVVPs7EdOVUuehUH2Yb/7iPxn42DDeCj/BOPlnDn9vP6sX3EtOn+57X5GvXTuS5764kYrU\nPQz96SgWr3qNcNice8Zm/E/py+TUTOk2BZkTXC7hvcd+yYtf2sHef/krvpQkp0M6r8XdbhpgAHA0\nRvtRrCO/cro2HKWU08Jhw+Mvb+SHW/6V2l47uDA0kxfnPM61I3KdDq3D3DP1Gi4btIPpv76bJX+b\nxhML8pnc/x8oOVlNOGxwuaRF4zz92zep7rWN/3vRQ50ccffncgmzrxvtdBiK+CxGUgF/jPa6iOnN\nWv/Oh3xQbn2jCJum3yxMVFusPtFt0fO0Z+zO6hOrX0v7/O1ICU+8vOmsfc41TlvjbvNy0Hljt2Q5\n3j90hAeWvdTq+WLFGArX4w8F8YcCBEJBgvVBAvVBguEggfoAwfog9aa+0fyGxs/2xMbTTIw+0OjA\nTBoO0KTpQZsuccU8kPNcfV0uF6meFNK8PtJTfKSn+vAle0lyu/noaCn/vu6/cbtcuF0uPG639exy\nEayvpy4YJBAKEQiF8AeDVNTWsO3QbrZVrqMuYw9pZhy/GPMW901LzEPHrh2RS+nPNvHTV9/g3zY/\nzbqqB+F4AM9DmaTXjqS3+0L6pV5AZmomGSnp9ExJo5cvDREhVF/P0VOl/ObYEtKCV/Po7Tc7vThK\ntVg8FiO1QKxtiykR02NJAfjBxjvg3c4IK4GVwIMbdX9pq5TDU+/M7Phx6z1gPBD2QDgJMR5cxgPG\nzZnvxRL72TT+5iwx+1mnq54uUCJPZW1ojWgzkT9Hn+Z6epzo02ANuALgCTRdvs/h/j9c37qc+HvR\nL/gF5mbP5647xuFyCTt27GjdGN3MhCGZTBiyhOPl3+Xel79Fv5PjOVz5CWXhYj51v0m9uxKSasAV\najJvr6prWDrzEXbv2ulA5PHj1KlTCf8+6Ugffvhhw4+OXPlNYn0zdJKIvA7kGGNGRLV/GdgE3GyM\neS3GfLcBq7omSqWUUioh3W6MebGrf2k8bhnZCVwnImlRB7FejfV1rLlyfwPWRdIOcGaXjlJKKaXO\nLQXIxfos7XLxuGXkSmAr8C/GmJ/ZbclY1xkpMcZ80cn4lFJKKdWx4m7LiDHmHRF5CfiJiPTjzBVY\nBwNznYxNKaWUUh0v7raMQKN709wB9EbvTaOUUkolrLgsRpRSSil1/ojHK7AqpZRS6jzS7YsREUkW\nkcdF5FMRqRGRrSIywem4OpOI9BCRJSLyBxEpE5GwiMxppm+eiPxRRCrtvitEJCtGPxGR74nIxyJS\nKyK7ROTW9owZT0RkrIg8KyLviUiViBwUkd+IyCUx+mrObCLydyKyVkQ+EpFqESkRkTdFZFqMvpq3\nZojIw/b/6e4Y064Rkb/Y+T0qIk+LSI8Y/Vq8rmvpmPFERL5k5yj6UW+f2BDZV3MWQUTyRaTQ/h+p\nEpE9IvJPUX3iO2cNt7rurg9gDdYVWx8D5gF/AQLANU7H1onLPBgIA58AbwD1wJwY/QYCJcA+4FvA\n94EyYAfgier7mD3mL4G7gUL79cy2jhlPD+Al4DPg34G7gIVYtxioBP5Oc9Zs3qYA64Ef2Mv4beC/\n7eWcp3lrUQ4H2u+zCmB31LQrgBpgOzAfeBTrwo6vxRinReu61owZTw/gS/b74GfAbVGPTM1Zs3mb\nhHU5i7eB79j/Uz8GHutOOXM8ke38I1xpv3nvj2jzAvuBvzgdXycudxLQ1/55jJ2DWMXIUqAKGBjR\ndgNNP0hy7Dff01HzvwkcxD62qDVjxtsD6zo10R+KF9v/xCs0Z63KpWBd5/gDzVuL8rUG2Aj8mabF\nyHrgU6BHRNvdWF8wJkS0tXhd19Ix4+3BmWJkxjn6ac7OxJiO9aXqpe6eM8eT2c4/xBNYFVtaVPv3\n7YQMdCKuLs7B2YqRY8CaGO3FwOsRr++z85UX1e9Wu/2a1o7ZXR5YVf02zVmr81YIHNG8nTNP4+11\n1AiiihH7gyQA/CRqniSsrSjPR7S1aF3XmjHj7UFEMQKkAe4YfTRnjWP8P/ayXGq/9hFR0HennHX3\nY0auAPaZxldqBXgnYvp5SURygL5YH7bR3gEib1V5BVBtjCmO0U8a+rZyzO6iH1AKmrOzERGfiPQR\nkSEicj/W7ptN9jTNWwwi4gJ+DvzKGPNejC4jsa71VBTZaIwJYl1pOjpvza3rhDPrutaMGa+WY32g\n1YnIn0RkTMQ0zVljN2Dl6kIRKcbaklghIktFpOEeb90iZ929GBmAtYkq2lGsxOV0bThxZYD93Fx+\nMkUkKaLv8Wb6wZk8tmbMuCcid2Dtz19jN2nOmvdvWMdv/A14EngV6/gR0Lw1515gENbxNrEMwLrF\nRXPLmBPVt7l+0DhvLR0z3gSAl7GOe5gOPIS1RektERll99GcNXYJ1taI3wJ/wNqqtAxri0mB3adb\n5CzursDaSqlY+5+j1UVMP181LPu58hOk5XlszZhxTUTygGeBzcAKu1lz1rynsA4CzgFmAm7O3F1b\n8xZFRDKBJcCjxpgTzXQ71zKmRvXtiLzF7TrRGLMF2BLR9HsReQXropc/AaaiOYuWhhXfL40x99tt\n6+ytIvNF5BG6Sc66+5aRWs6sECOlREw/XzUse0vy09I8tmbMuCUifYHXgHLgG8be2YnmrFnGmH3G\nmD8ZY14wxkzHWgn+zp6seWvqR1hn/jx7lj7nWsbaqL4dkbd4zlkTxpiPsL71Xy8iguYsWkNsa6La\nX8TaOzCObpKz7l6MHOXM5txIDW1HujCWeNOw+ay5/Jyw9+819O3fTD84k8fWjBmXRKQn1l0pewI3\nGmOORUzWnLXcK8BYsa7TonmLICIXA9/EOl5koIgMFpFcrJV0kv26N2d2Jze3jJHrr5au61ozZndx\nGEgGeqA5i9YQW/Suz8/t527zPuvuxchO4FIRSYtqvxprf9bOrg8pPhhjjmDt4x8bY/KVNM7NTsBn\n77qI1CiPrRwz7tibLn+HdUrvTcaYvZHTNWet0rAZNkPz1sRArBX1z7GuBfQJ8DFwFTDM/vkHWHci\nDxG1jPaxMFfQNG8tWde1ZszuYihQZx9UqTlrrOEA0oFR7Q3HbHxOd8mZ06cmtfO0poZzoh+IaEvG\nukjSZqfj66IctPU6I9+MaBuIdfDYz6Pm/x/gEC2/9sM3O2KZOilPLqzNvX5g8ln6ac4aL092jLaG\no+irAJ/mrUl++mAdgBn92INVmNwMXGb3Pdu1GiZGtLV4XdfSMePtAWTFaBtl/8++2trlO09ydoW9\njCuj2lfZeevfXXLmeDI74I/xGzvpj2NtGt1sv/6i07F18nJ/C+to86X2m+dl+/VDQLrd5wKsyng/\n8E/Av2Ltx34XSIoa73H7TfSc/Yb6vf16VlS/Fo8ZTw+sK6+GgXXA7dGPtixfoufMjv1VrFN4H7GX\n8SHgA3s5v6N5a1UuG11nxG4bjXUVyyLgHqy7ldcA62PM36J1XWvGjKcH1tWkf491deR5WAdNV9l/\n82Gas2bz9mv7/2cN1hlca+3XP+xOOXM8kR3wh0i2k/aZnYitxPEV8zpwuT+x33CxHoMi+g3HOuWr\n0v6n/k9ifNu1+z6ItQm5FusI9lub6dfiMePlYX8QNJev+rYuXyLnzI57JtYxNkfsFVKp/fqm9ixj\nouftLO/BXTHarwHeAqqxLvT2NBHfNiP6tXhd19Ix4+mBVXBuwdo958f61v0fwBDN2Vnz5sba7fcx\n1pkse4Fvd7eciT2gUqqNRCQDyMVaKSjVXvXAAWPMKacDUaqrdPfrjCjlKBGZ5HK5CsPhcKxT3JRq\nE5fL5ReR6caY152ORamuoFtGlGojEclwuVzHJ02alLRo0SJXcnKy0yGpBBAIBFi8eHF448aN9WPH\njh3Xr1+/vYWFhdGX51YqoWgxolQb2Zeo3rllyxauvvpqp8NRCWTr1q2MGzeOcePG/SErK2sz8MvC\nwsLmruSqVLfX3a8zopST3AC6RUR1tIb3VDAY/Bzr9P1ZjgakVCfTYkSpBJKbm8vw4cMZPXo0I0aM\nYOnSpfTp04cPPvigUb+SkhLS0tIoKSkBYNOmTYwfP55LLrmEyy+/nAkTJrB582YArr/+egoLC7t8\nWZxWVVVFeno68+fPP9325ptv4vP5GDNmDCNGjGDkyJEsWLCAkydPNpk/NzeXSZMmNWo7ePAgvXv3\nbnEMxhg/cBLrhntKJSwtRpRKICLC2rVreffdd1m/fj0LFy5k9OjRFBQUNOq3YsUKbrzxRrKzs9m0\naRNz5szhySefZP/+/ezevZvnnnuO48dj3Vz3/LFmzRrGjh3LK6+8Qk1Nzen2vLw8ioqKeO+999i6\ndSuVlZXccMMNRO7y3rRpE5mZmezatYuDBw82Gte6xUqrhNGTDVSC02JEqQTT8KE4aNAghg0bxpQp\nU1i1ahX19fWn+yxfvpx58+YB8Oijj7Jo0SKuuuqq09MvvvhiZsyY0bWBx5lly5bx4IMPMn78eNau\nXRuzT48ePVi6dCmlpaX88Y9/bDTv/Pnzue2225oUgkqpprTaVqqT1NRAcXH7xsjLA5+vbfPu2bOH\nvXv38tWvfpXVq1fz2muvMX36dLZu3cqpU6eYPHkyAEVFRTzzzDPtC7ST1ARrKC5tZxKBvKw8fEkt\nT+T777/PZ599xuTJkwkGgzzxxBPceeedMft6PB5Gjx7N+++/z5QpUzhx4gQbNmzg+eef58CBA0yb\nNo0lS5a0exmUSmRajCjVSYqLYcyY9o1RVAT5+a2bZ9asWaSmpuLz+Vi+fDlDhw7lrrvuoqCggOnT\np7N8+XLuvPPOtuwu6HLFpcWMeb6dSQSK5heRP6DliSwoKGDOnDmICFOmTOGee+5h7969zfaP3EXz\nwgsvMHXqVNLT0xk5ciR9+/bl9ddfb3L8iFLqDC1GlOokeXlWMdHeMVpr7dq1jBw5slHb7bffzsKF\nCzlw4ABr166lKCKwsWPHsmXLFkaNGtW+YDtBXlYeRfPbmUR7nJYKhUK88MILJCcn8+KLL2KMoba2\nloKCAqZOndqkfzAYZOfOndx3332AtQvs+PHjDBkyBGMMVVVVLFu2TIsRpc5CixGlOonP1/qtGh0h\n1rWDMjIymDZtGjNnziQ/P58hQ4acnvbwww8zd+5c8vPzufLKKwEoLi5m165dzJrl7BmlviRfq7Zo\ndIR169YxdOhQ3n777dNtxcXFXHfddUycOLFRfqurq1mwYAHZ2dlMmjSJ7du3U1paypEjR073OXXq\nFIMGDaKsrAyI/fdR6nynxYhSCeRsu17uvvtuJkyYwMqVKxu1T5w4keXLl7NgwQKOHz9OSkoK/fr1\na3Scw7x580hJSbFuaCXCSy+91OiA10RSUFDAHXfc0agtLy+PCy64gKqqKvbt20d+fj6BQACAyZMn\n88YbbyAiFBQUMHv27EbzZmRkMHHiRFauXMktt9xCZWUlgwZZZ+oaYxg0aNDp06iVOl/pFViVaiMR\nyQeKioqKyHdiE4hKWDt27GDMmDGMGTPm+ZycHDdQXlhY+F2n41Kqs+ipvUoppZRylBYjSimllHKU\nFiNKKaWUcpQWI0q1XT1w+kBGpTpKw3vK5XKFHQ5FqS6hZ9Mo1XYHXC6Xf/HixUmLFy926d17VUcI\nBAIsWbLEuN3ucEZGxkkg2+mYlOpsWowo1UbGmFMiMn3jxo2/27Bhg1YiqsO43e5wXl7e6tTUVL/T\nsSjVFbQYUaodjDGv5+bm5vbv3//nxhipr68vczqmU6dOXRMIBC7Lzs7+VfS0UCiUVl5efluPHj3+\n7PP59tv9vxQMBodkZWUtj+xbXl4+zRiTkpmZ+XJke1lZ2WyXy3Wid+/eGwBOnDjxDcCfmZlZ2JZ4\ny8vLp9q/59XI9srKyvy6uroxmZmZK9xu9+kP5dbG28AYIydPnpwUCoUuzMrKKhCRcMS8U40x3szM\nzP9qyzJ0JJfLFc7IyDgZUYikAFVOxqRUZ9NiRKl2uvzyy48B64GbgFQg5GQ8SUlJ7traWnJycpKi\npwUCAQ9ARkaGJyMjIwnA4/G4/H5/k/4iIuFwWKLbjTHidrtd/fv3TwLwer0Hqqurr+jZs2duWlra\nZ5F9Q6FQktvtDolIsxc08nq9pTU1NSP79+/vjTxGoqyszF1dXc2AAQOSPB7P6faWxhsKhbwej6fR\nlgWv11tZU1Mj/fv397rd7tN/p3A4nJ2SkvJRVlZWk5w5pJ/9nAIY4O2z9FWq29NiRKl2KiwsNNOn\nT38B69trHtYHiGMCgUC13+8HOBo9LRwOZ9TV1Rmfz3eyYXogEKj1+/3h6P5+vz8QDofd0e11dXUh\nj8dT19Deq1evkoqKiv5Hjx69ITU1dbfX6z0WDoeTg8Fgdl1d3bDBgwf/Iikpqa65eL1erzlx4sSo\nioqKpF69eh2IWI6L/X4/xphjQF1Ee4viPXz48FyXy1Xt9Xo/9Xg8VYFAILu6ujrP6/Xud7vdhxvm\nq6qq6l9TU5Ocnp6+I1bOHFYFbAPecDoQpTqTXoFVqQQjIs8A9xpjmnzZEJHBwMfAXGPMCrttOTDD\nGJMR1ffPQKYxZlRU+8fAHmPMVyLafMBC4BvAIKAC2Ae8AjxjjKk/R8w7gXeMMfMj2hYBjwDZxpgT\nEe0tildE5gG3A5cBacCndjw/MsZURcz3GDDLGHPR2WJUSnUeLUaUUo4TkTuAZ4FBxpiKLvy9ycAB\n4MfGmGe76vcqpRrT64wopeLBKuAQ8K0u/r1zgQDw/7v49yqlIuiWEaWUUko5SreMKKWUUspRWowo\npZRSylFajCillFLKUVqMKKWUUspRWowopZRSylFajCillFLKUVqMKKWUUspRWowopZRSylFajCil\nlFLKUVqMKKWUUspRWowopZRSylH/C9p+Lsmcr52jAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10918fad0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ZtcFN62ZmZgXmzm5mZmYF5hq5mZlZgbmzm5mZmVWTtImk0yU9ImmqpOckXSpp\n7RbzLyXpDEkTs/w3S9q4nbIU6JzDzMysDX1zjfwwYHPgcuAhYEXgQKBT0ocj4tFGGSUJuBbYADgB\neB34BnCrpI6IeDpPUR3Izcys3PrmGvlJwG4RMbuSIOky4BHgcGDPHvLuDGwGfC4i/pzlvRwYC/wY\n2CNPUR3Izcys3PogkEfEXXXSnpL0CLBek61/Dni5EsSzvK9lJwK7SxoaEbNaLaqvkZuZWbkNaXNp\nzwrAa03W2RjorJN+N7AYsE6eHTqQm5lZqcUgiME5lzaio6Q9gFHAJU1WXQmYUCe9krZynv06kJuZ\nmc0nSaOB04E7gPOarD4cmFknfQag7PmW+Rq5mZmVWtdg6Ooh2l1yBVx6xdxpkye3vn1JywN/BSYB\nO0dENMkyHVikTvqiQGTPt8yB3MzMSq27SSDfede0VLv/ftjso823LWlJ4HpgSeCjEfFyC0WaQGpe\nr1VJG9/CNt7lQG5mZqXWNVjMHqyceYJUOW5M0iLA1cBawLYR8USLm38AqHeasCkwjTQMrWW+Rm5m\nZqXWNXgwXUOG5FsG9zz+TNIg4DJS8P18RNzdYL0VJa0rqXqDVwArSPps1XrLAZ8Hrsoz9AxcIzcz\ns5LrHjyYrsH56q3dgwXM7mmVXwA7AFcBy0navfrJiLgw+/c40uQwqwPPZ2lXAN8B/iBpfdJwtW+Q\nRq8flaugOJCbmZm1Y0NS2/sO2VKrEsgD6K5+IiK6JX0a+DlpWtfhpDHke0bEk3kL4kBuZmal1sUg\nunJOtt7V5PmI2LqV7UTEPsA+ddInA/tly3xxIDczs1LrYjCzezmQDyQO5GZmVmrdDKYrZ7jrbr7K\ngOFAbmZmpdZe03pxQrkDuZmZlVqqkecL5N0FCuQeR25mZlZgrpGbmVmpdbfRtN5doO5uDuRmZlZq\nsxmUu9f67AI1WDuQm5lZqXUzpI1e666Rm5mZDQjtNa0Xp0ZenJKamZnZPFwjNzOzUmtvHHlx6rkO\n5GZmVmrtTdGab/3+5EBuZmal1t4UrQ7kZmZmA0JXGzO7uUZuZmY2QLjXupmZmQ1YrpGbmVmpude6\nmZlZgbnXupmZWYG517qZmVmBuWndzMyswLrbGH5WpBp5cU45zMzMbB6ukZuZWal1tXE/cjetm5mZ\nDRBdbXR2c691MzOzAaLs18gdyM3MrNTK3mu9OCU1MzNrQ2VCmDxLK4Ff0uKSfizpOkmvS+qWtGee\nsknaTtIXaIZ1AAAfZElEQVRNkt6U9JakeyXtnGcbDuRmZmbtWQ44EhgNPABEnsyS9gGuB94Bvgcc\nCvwDWCXPdty0bmZmpdaHM7uNB1aMiImSxgD3tLp9SasBpwOnRsTBuQpXw4HczMxKra+ukUfELGBi\nm8X6OqlV/EeQmukj4u12NuSmdTMzK7VKr/U8ywLotb4t8DiwvaQXgCnZdfajJSnPhlwjNzOzUutu\no0be3ff13LWBLuBs4HjgIeCzwA+AwcARrW7IgdzMzGzBGwEIOCwiTszS/ixpJPBtST9rtandTetm\nZlZqeYeeVZY+Nj37e0lN+sXAcGDjVjfkGrmZmZVas17rnRc/yf0XPzlX2ozJM/u6WOOBtYBXatIn\nkmrqy7S6IQdyMzMrtWa91jfcbTQb7jZ6rrQXOydy2phL+7JY95EC+Sjg2ar0UaTx6K+2uqFcTeuS\nVstmrtkyezxU0huSDpA0Npud5mZJl2Zj5JC0V/bczZL+IWnVLH0FSddLuk3S7lna2pLulzRN0mJ5\nymZmZlZPf/dal7SipHUlVW/0UlLNe9+q9QTsA7xBCvQtaadGfi+pZ90/gO2AsVn6mxGxbVaY7Ujt\n/ptlz50SEb/OAvYBwGHZcly2ndskXQ68AGwB/KWNcpmZmc2jL29jKukAYGlSTRpgR0mVmdlOi4gp\npFi3J7A68DxARPxF0k3A9yS9B3gQ2AnYHNgvG6PeknYC+XPAqtn/OwF/rl0hIv4u6QeS3pslVcbE\nLV31/4cqs9lIuhf4r4joBGbkHUNnZmbWTw5lTkwMUlzcKXt8PjAlS++uk/d/gZ8AXwD2Ap4Ado+I\n2g5wPWr3GvmdkrYA3gPcDixRZ50JwErZ/9+WtF+23sfq7PstYNk2y2JmZtZQX96PPCLWaGGdfUhN\n5rXp04CDs6Vt7Qw/C+CPwMnALT2stzKpVx6kpvUNgb8B78/SqpsNliJdE6jeh5mZ2Xzr72vkfa2t\nGnlEPC3pNuAK4OO1z0vaFhgUES/VtJIfneW5EbhH0tbAbUAH8H/Vm2BOE3wP/gYsWpO2QbaYmdlA\ncuXFM/nXxSfB5EvhReA1YObkPt/vAJ3Zrde0PfwsIr4DIKlSe14qu3APqdv8bnXyvCzpRUkfAk4A\nzgOOAX4bETMlLQ1cDnwAuErSCRFxfeNSfIpU8Tczs4HuM7stwi27HcIfO3eHC4BbgSc6YdqYPt1v\nX900ZaDIFcgj4jlgl5q087J/f9Ugz7k1j3eteviJmufepE4N38zMrF1dbczUljfw96finHKYmZnZ\nPDyzm5mZlVqzKVob5SkKB3IzMys1XyM3MzMrsMrws7x5isKB3MzMSq0vp2gdCBzIzcys1LoY0sbM\nbsUJj8U55TAzM7N5FOeUw8zMrA2e2c3MzKzA3GvdzMyswNxr3czMrMDK3mu9OCU1MzOzebhGbmZm\npdbVxhStRbppigO5mZmVmq+Rm5mZFZh7rZuZmRVY2e9H7kBuZmalVvbbmBan7cDMzMzm4Rq5mZmV\nmq+Rm5mZFZh7rZuZmRVY2Wd2cyA3M7NS84QwZmZmBVb2pvXitB2YmZkNIJIWl/RjSddJel1St6Q9\nW8y7jaSzJD0h6W1JT0s6U9KKecvhGrmZmZVadxu91rtbq+cuBxwJPAc8AGyVYxfHA8sAlwNPAmsC\nBwLbS9ooIia2uiEHcjMzK7WuNprWW1x/PLBiREyUNAa4J8cuDoqI26sTJF0P/AP4JvDDVjfkQG5m\nZqXWV73WI2IW0HLNuSbv7XXSbpP0BrBenm05kJuZWakVpde6pMWBEcBrefI5kJuZWakVqNf6QcBQ\n4JI8mdxr3czMrJ9J2oJ0XfzSiPhHnryukZuZWak167U+5eJrmXrxtXPnmTylr4v1LkmjgT8BDwFf\nzZvfgdzMzEptNoMY3EMgH77bDgzfbYe50mZ2/oeXx3y+r4uGpFWAG4BJwPYR8XbebTiQm5lZqXUz\npI37kfd9eJS0LCmIDwW2iohX2tmOA7mZmZVaH04I05JstralgKcioitLWwy4DliJFMTHtbt9B3Iz\nM7M2SToAWBoYlSXtmDWXA5wWEVOA44A9gdWB57PnLgI+CJwFrC9p/arNTo2Iv7RaBgdyMzMrtS4G\nMajvbmN6KLBq9n8AO2ULwPnAlCy9uybfhln6l7Ol2nOAA7mZmRlAd/dgurpzNq23uH5ErNHCOvsA\n++TN1yoHcjMzK7WurkEwO2eNvKs406w4kJuZWal1zR4Ms3NO0Zoz8PcnB3IzMyu17q7BuWvk3V3F\nCeTFaTswMzOzebhGbmZmpdbVNYjIXSMvTj3XgdzMzEqta/ZgumflC+R5A39/ciA3M7NSi+7BRFfO\ncJdzuFp/ciA3M7Nym51/+Bmz3bRuZmY2MLTRax33WjczM7MFwTVyMzMrty7BbOXPUxAO5GZmVm5d\nwOw28hSEA7mZmZWbA7mZmVmBzSZ/IM+7fj9yIDczs3KbDcxqI09BuNe6mZlZgblGbmZm5dZN/mve\n3X1RkL7hQG5mZuXmzm5mZmYF5s5uZmZmBVbyGrk7u5mZmRWYa+RmZlZuJa+RO5CbmVm5OZCbmZkV\nmAO5mZlZgZV8ZjcHcjMzK7cu8tewC1Qjd691MzOzNkgaJul4SS9KmibpLknbtZh3O0k3S3pV0iRJ\n/5a0RzvlcCA3M7Nyq1wjz7O0ViM/D/gOcAHwrSzntZI27ymTpB2B64GhwI+A7wPTgPMkfTvXseGm\ndTMzK7s+6Owm6UPALsAhEXFylnY+8AhwAvDRHrIfAIwHto6I2VneM4DHgb2BU/MU1TVyMzMrt76p\nkX8+W/PMSkJEzATOAjaTNKqHvEsCkypBPMvbBbwGTG/9wBIHcjMzK7e8Qby1udk3AsZGxNSa9Lur\nnm/kVmB9SUdLep+kNSUdCYwh1eZzcdO6mZmVW9+MI18JmFAnfQIgYOUe8h4NrAEcAfwgS3sb+FxE\nXJ2rnLhGbmZm1o7hwMw66TOqnm/kHWAscDmwK7A7cC9wYXbtPRfXyM3MrNz6pkY+HVikTvqiVc83\n8ivgQxHRUUmQdDnwH1JHt81aLicO5GZmVnbNZnZ74GJ48OK502ZMbrbVCdRvPl8p+zu+XiZJQ4Ev\nA8dXp0fEbEnXAQdIGhoRLc9F50BuZmbl1mxmtw12S0u1lzrh12N62uoDwFaSRtR0eNsUiOz5ekaS\nYu/gOs8NJV3yznXZ29fIzcys3Ppm+NkVpIC8XyVB0jDSOPC7IuKlLG0VSetW5ZsIvAnsJGlIVd4R\nwA7AY9kwtpa5Rm5mZuXWB9fII+Lu7Lr2sZJWAJ4iBfHVgH2qVj0f2IKs4hwR3ZJOBI4B/i3pPFIs\n3hcYBXw3Z0kdyM3MzNr0JVJA3gNYBngI2D4i7qhaJ4Du6kwR8TNJ44BvAz8kdZp7iDT87Mq8hXAg\nNzOzcuuj+5FHxDvAYdnSaJ2tG6RfAlySs1R1OZCbmVm5+X7kZmZmBVby+5E7kJuZWbn1UdP6QOHh\nZ2ZmZgXmGrmZmZVbyWvkDuRmZlZu7uxmZmZWYO7sZmZmVmBuWjczMyuwkgdy91o3MzMrMNfIzcys\n3NzZzczMrMC6yd9U3t18lYHCgdzMzMqtco/xvHkKwoHczMzKreSd3RzIzcys3Ep+jdy91s3MzArM\nNXIzMys3d3YzMzMrMF8jNzMzKzD3WjczMyswd3YzMzOzgco1cjMzKzd3djMzMyswd3YzMzMrMHd2\nMzMzK7CSd3ZzIDczs3Ir+TVy91o3MzNrg6Rhko6X9KKkaZLukrRdG9u5UVK3pNPaKYcDuZmZlVul\ns1uepbUa/HnAd4ALgG9lOa+VtHmrRZP0WWBTIFrNU8uB3MzMyq0PArmkDwG7AIdHxOER8XtgW+A5\n4IRWiiVpEeBE4DhAOY/qXQ7kZmZWbpXObnmW5p3dPp+tdWYlISJmAmcBm0ka1ULJDiMF8BNbPpY6\n3NnNzMzKrYv89d3mTesbAWMjYmpN+t1Vz7/UKLOkVUmBfO+ImCm1XSF3IDczs5JrZ3KX5nlWAibU\nSZ9AOm1YuUn+k4DOiLg8d9lqOJCbmZnlNxyYWSd9RtXzdUnaGtgJ+FBvFMSB3MzMyq2L/H3Cm48j\nnw4sUid90arn5yFpEHAqcF5EdOYsVV0O5GZmVm6z6fkaeffFEBfPnRaTm211AvWbz1fK/o5vkG9v\nYB1gP0mrZWmV0i2RpU2MiLonAvU4kJuZWbk17ey2W7ZU6wTG9JTpAWArSSNqOrxVxoQ/0CDfKsBQ\n4F816QHsBexJana/qqedV3MgNzOz8mt7upWGrgAOBfYDfgFppjdSjfuuiHgpS1sFWCwinsjyXQzc\nX2d7VwJ/Bc5gTs/3ljiQm5mZ5RQRd0u6HDhW0grAU6QgvhqwT9Wq5wNbkM3bEhFjgbG128uGnz0T\nEVfnLYsDuZmZWXu+BBwD7AEsAzwEbB8Rd1StE7R2C5agzXYDB3IzM7M2RMQ7pEldDuthna1b3Nbg\ndsvhKVrNzMwKzDVyMzMrucpk63nzFIMDuZmZlVzllmZ58xSDm9bNzMwKzDVyMzMrOTetm5mZFVgX\n+QNzO7dM6x8O5GZmVnKukZuZmRWYA7mZmVmBlbtp3b3WzczMCsw1cjMzKzk3rZuZmRVYuZvWHcjN\nzKzkXCM3MzMrsHJP0epAbmZmJVfuGrl7rZuZmRWYa+RmZlZy7uxmZmZWYOVuWncgNzOzknON3MzM\nrMBcIzczMyuwctfI3WvdzMyswFwjNzOzknPTupmZWYE5kJuZmRWYp2g1MzMrsHLXyN3ZzczMrMAc\nyM3MrOQqw8/yLM2Hn0kaJul4SS9KmibpLknbtVIiSStLukzSJEmTJV0paY12js5N62ZmVnJ91rR+\nHrATcDLwFLA3cK2krSLiX40ySVocuBVYAvhJtrODgVslbRQRk/KU1DXywnm4vwvQT3zcC5eF9bhv\n6u8ClFTv18glfQjYBTg8Ig6PiN8D2wLPASc0KdABwPuA7SPipIg4FfgEsDJwSN6jcyAvnIX1B87H\nvXBZWI/75v4uQElVauR5lqY18s9nK51ZSYiImcBZwGaSRvWQ93PAPRHRWZX3CdKZ3C45DgxwIDcz\ns9Lrk2vkGwFjI2JqTfrdVc/PQ5KADwD31nn6buB9WdN7yxzIzczM8lsJmFAnfQIgUjN5PcsCi/SQ\nlx7y1uXObmZmVnJ90tltODCzTvqMqucb5aPNvHUVNZAvmv681r+l6BczgPH9XYh+0MpxL1rzuDgT\nOjQua5PjntrJE53TGPYCPNs5iZk8Cs/OhDeBd4CobHsi8DrwFun3Y0bVPhvdGWpB3P2p0oQ5u+ox\n9HzcjzOx80U634AnO2fwFk/B2E54FXgLXu4cT+cM4CUY1/km03kMngl4DWZ1TqDzBeAdmNTZxes8\nB092wsvATHi8czrdwNCn4MXOV5nd/TA8/wq8Dq93Pk/nVOB1GNv5NlN5Ep4cmfb7GHTOhskBSz4I\nry71IkzohPFD4LVUjiWAV56F5zpfT+/Tc9n7NLty3C8AU4Fx2d+Z2ZK9D6928kjnLCa9u/+x8ORS\n8BKM7ZyKgCVfTf+/zVh4cgRvLvcMnS/DM0Dn4zB+6Mt0zXoIxo3nic5pzASWfCsd91s8DY93MnXo\nWDpfSqXpzF6HWTwM417jqc63eBPgbXih8x3e5Bl4rJPpPE7ns+kd6xwHL3S+xjv8B8a9xTOdbzIS\nGDkdJnbOZlKWh1eAaUD3Y5U3tvYL3IteJv/vQdP4Mp1Us661aNXzjfLRZt76IqJwC/BF0k+UFy9e\nvHgpx/LFPogVqwJvz0eZZgCrNtj2DcAjddK3AbpJPdLr5RMpUJ9e57mjSWduI/IcZ1Fr5NcDuwPP\nMqcpwszMimdRYHXS73qviojnJa0HLNfmJl6LiOcbPPcAsJWkETUd3jYlnQQ80KBMIelhYJM6T38Y\nGFenA12PlJ0FmJmZWYuyceR3AYdGxC+ytGHAI8CrEfGRLG0VYLFseFkl73eBY4EPVoagSVo3y3tC\nRByRqywO5GZmZvlJuhT4DHAKc2Z22wTYJiLuyNa5FdgiIgZV5RsB3E+a2e1E0gX8g0jN7htHxOt5\nylHUpnUzM7P+9iXgGGAPYBngIdK18Tuq1gnSNfM5CRFTJW1Jmtr1CNJQ8FuAg/MGcXCN3MzMrNA8\nIYyZmVmBDahAPlBuCZeXpMUl/VjSdZJel9Qtac8G646W9DdJU7J1z5M0T49KJd+VNE7SdEkPStp1\nfrbZQ/l3lHRftp/nJB0laXCTPJtIOl3SI5KmZvkulbR2WY85y/f+7HP2tKS3Jb0q6R+S/qfMx91g\nWz/IPusP1Xluc0m3Z6/RBEmnqs60k3m+861us4fy7ivp0ezYx0r6Zgt5tsyOsXbpUursVLpjrsnf\nIemq7LM2VdLDtdso43EXTn+PCa8ZQ3cJaQaE44CvALeTprXYvEm+xYGxpOntDgG+TboDzXPAMgug\n3KuRroE8Q5r0vgvYs856o0jTR4wl3f3mcNIsHZ3AkJp1j8u2+RtgX+Cq7PEu7W6zQdk/nZX3xmw/\np5A6XvyqSb7LgZey9b8MfD97/acA7y/jMVflvRY4Mst7IOl2hN3AV8p63A0+y1NIM8w8VPPcRqSp\nPu4F9iONjZ0O/LXd73yebTYo7/7Za3ppduznZI//r0m+LbP1fkGav6J6WbaMx1yV/xOk4b3/Iv2m\n7gv8DDiuzMddxKXfC1D14n8oe7EPqkpbBHgSuL1J3u+SfqA6qtLWJc3J95MFUPahwPLZ/2Oy46gX\nyH9NmrJpVFXatswbBFbOPvCn1uT/B+nkRHm32UPZHwXuAwZVpR1D+oFfp4d8mzJvQFor++KfV8Zj\n7mF7IvVAfXRhOW7Sj/KNpA46tYH8WuBFYPGqtH1J39HtqtJa/s63us0GZV2UdAL0l5r080knIkv1\nkLcSyD/bZB+lOeZsvSVIJ+aXL0zHXdSl3wtQ9UKfQDo7G1GTfnj2Bo7qIe+/gbvqpP+NdHeaBXkc\nPQXyl4FL6qQ/DtxQ9fgb2TGPrllv1yx987zbbFDW9bKyfq0mfaUs/fttHP+9pNvzLTTHnOW/Chi/\nMBw3sEX2Xf0vagI5KQC8Axxbk2do9kN6RlVaS9/5PNtsUN5KS8Qna9I3zY694YxiVAVyYAQwuM46\npTrmbL39s/zrZI8Xo+qksqzHXdRlIF0jHzC3hOsLklYGlqdxOTeuerwR8HZEPF5nPVXWzbnNejYm\nDY24rzoxIiaQzoib5a9nBbJJist8zJIWkzRS0pqSDiL9gPy9jTIW7bgHAacBZ0bEI3VW2YA0rLV2\nP7NIM13VHnuj77yY853Ps816Ks/fV5N+H+nHvZVj/wMpkMyQdLOkMVXPlfGYtyUd7yqSHie1BL0l\n6deSKnOEl/G4C2kgBfIBc0u4PrJS9rdROZeVNLRq3VcarAdzjifPNtspU67XTdIepGunl7RRvqId\n80mkJryngJ8DfyJdL89bxqId99dJ81cf2cN+osX99PSdh7mPvdVtNipTV0TMdReMLDi83iT/O8AV\npGvEO5LG/P4XcJukDdsoXxGOGWBtUi34L8B1pBaJs0g19bPbKGNRjruQBtKEMAPmlnB9pNVyzqL1\n1yLPNtsp0xIN8s1D0mjgdOAO4Lw2yle0Yz6Z1OFvZWAXYDBz7mZUyuOWtCzwY+DoiHijzf0Mr1m3\nN4692fd7OCkg19Nj/oi4E7izKukaSX8kTfxxLPDfOcs34I85MyJb5zcRcVCWdmVWG99P0g9zlrEo\nx11IA6lGPnBuCdc38pSz1ddifo+9Wf6WXjdJywN/BSYBO0d2USpn+Qp1zBExNiJujogLImJH0g/f\n1W2UsUjH/VNSreb0XtpPbx17s7JPB4Y1eK7l97wiIp4m1VS3zi7tlfGYK89fUpN+EamFdLOcZSzK\ncRfSQArkE5jT/Fetktbo5sRvkM7eespbr5lmQauUoVE538iafyrrrthgPZjzWuTZZjtlanrjc0lL\nku5atCTwqYh4Ocf2C3nMDfwR2ERpHH3pjlvSWsBXSdfHR0laTdLqpB/HodnjZZhzKayV/bT6nc+z\nzXomAINVM94+uxQxsoX89bxAChiL5yxfUY658nztZZ+J2d+F6b0e8AZSIH8AWEdpMvlqTW8JB/Tq\nLeH6QkSMJ11TrVfODzH38T0ALJY1V1eb67XIuc16HiB9aebKL2kl4L2kIVUNZc1sV5OGnW0fVXf3\naaN8hTjmHlSa7JYq6XGPyvKfRpov4RlgHOk7tm72/5GkuzfNrrOfoaQOTbXH3sp3Ps8266l77MAH\nSb+BzfLX8z5gRvbbUsZjrnQWG1WTXrnGPDFnGYty3MXU393mKwtzxhkeXJU2jDT5xR1VaasA69bk\n7Wkc+U8X8HG0O478q1Vpo0jXeU6ryf9P4HlaH1tcvc0h2WuyYs02HyVNKFK9zcrY4tE9HOcgUvPi\nTGqGepT1mLP13lMnrdLLdirpdoVlPO6RpM5etcvDpKC+A7B+tm5P44A/XpXW0nc+5zaHZ8c+sipt\nUdIlgXpji6cAS/dw3MvVSduQ9Ln/UxvlG/DHnK23UVbO82vSL8yOfcUyHndRl34vQM2LfWn2ITme\n1Ix3R/b4I1Xr3Ap01+QbQZpY4GXgUOA7pMk0nq9+k/u47AeQerT+OvvAXpE9PgJYIlvnvaQz2SeB\nbwLfyz509wNDa7Z3fPbB/W32Ib4me/yFmvVa2iZzZp87uyb/9qQf8r+TZls6NXv8mybHe0q2vSuB\n3WuXvOUrwjFnef+U5fthVsYjSAGyC/h2WY+7h9fjFuadEGZj0sxc9wFfI50sTAOubec7n2ebzBn3\n/cOa9K9nr+ll2Wt8bvb4sCbHd1P2fnw/e81OJp1MvU5VhaJMx1yV//fZ+pdk27ose3xMmY+7iEu/\nF6DmDRiWvckvZW/cXdTM5EP64ZhdJ+/K2QdlEjCZFGDWXIBlfyb7sNRbVq1abz3ScI4p2Y/BudSp\n5WXrHkZqspxO6iW7a4P1mm6T9OPeBZxVJ/+O2ZdmGukE6CjqTHxR531odLxdectXhGPO8u1C6hMw\nPvsRei17vH07ZSzKcTf5HDxYJ31z4DbgbdIJ9qlU1bCq1mv6nc+zTdKPexdwZJ38+5JOuqaTaoIH\ntnB83yT1Wn81e79fJE35Oc9vS1mOuSrvYNLlknGkHt9P1MtftuMu4uLbmJqZmRXYQOrsZmZmZjk5\nkJuZmRWYA7mZmVmBOZCbmZkVmAO5mZlZgTmQm5mZFZgDuZmZWYE5kJuZmRWYA7mZmVmBOZCb9SC7\nPWe3pD37uyzVlDws6fAFvN/9JT2X3Y3KzAYAB3Jb6GSBudnSJWmLLMtAnMf4i6SbqPxqAe/3D6Q5\ns7+2gPdrZg14rnVb6Ej6Yk3SXsB2wB6kexlX3BgRr0oaBsyKAfRlkXQ/cGdEfKMf9n0csEtErLmg\n921m83Igt4WepF8C34iIwf1dllZI2ph0B7NtIuLWfth/B3Bvf+3fzObmpnWzHtS7Ri7pHElTJK0i\n6Zrs/xckfSN7fgNJN0maKulZSbvV2e5Skk6R9LykGZKelPRdSapdt47PkG6peVvNNo/Kyrq2pAsk\nvSlpoqSjs+dXkXSlpMmSJkg6uE65DpT0iKS3Jb0h6R5Ju1avExGdwBvA/7ZQVjPrYw7kZvkF6btz\nHeme3v8HPAv8UtJeWfo9wHeBt4BzJa1WySxpOPBPYHfSva0PBG4HjgVOamH/mwGPRERXnXIBXJr9\nPYx0z+cjJH0HuIF0P+3DgCeBn0v6aFW5vkq67/MjwLeBHwL3Ax+uU4ZO4CMtlNXM+tiQ/i6AWUEt\nCpwXEScASLoYGA+cBXwhIv6Ypf8deJx0Hf7oLO8hwBrARhExLks7U9IE4FBJJ0XESz3sezQpQDdy\nV+XauaQzSScZJwKHRcRJNeX9MukkAuC/SScIu86zxXmNI/UpMLN+5hq5WfvOqvwTEZOBJ4C3K0E8\nSx8LvAlUdwz7PKlZfLKkkZUFuIl0cr0FPRsJTGrwXNSUq5t0PVukHue15a0u15vAeyVt0mT/ZPsf\nLmnRFtY1sz7kGrlZe2ZExOs1aZNJTde1JgPLVD1eG9gAeLXOugEs38L+e7qW/nyd/c+IiDfqpC9b\n9fh4YFvgbklPkZriL4qIf/Wwf/eWNetnDuRm7am9Pt0svTrwDgJuJAXOegF5bJN9v87cJwatlKFp\nuSLicUnrAv8DfAr4LPANST+OiB/X5FsGmBYRM5uU1cz6mAO52YL3NDAiIm5pM//jpGvsvS4ipgOX\nA5dLGgL8mdRZ7tiIeKdq1TWAx/qiDGaWj6+Rmy14lwGbSfpE7RPZsLRm49nvBP6rt6dJlVTdzE5E\nzCYF60FA7b46gHpN7ma2gLlGbrbg/RzYEbhG0jmkyV0WBz5Aas5enTROu5G/AD8AtgT+3ovlukHS\ny8AdwCvA+4EDgKsj4u3KSpLGkK6tX9mL+zazNjmQmyU9ddqq91yj9Rut+256REzP5nH/PrAz8CXS\nePOxpLHbk3ssaESnpIeBXWg9kLdS3t+SxrYfBIwgddw7BfhpTZ6dgec8q5vZwOApWs0KSNIewOnA\nqhHx1gLc7zDSuPSfRcTpC2q/ZtaYr5GbFdOFpGFmByzg/e4DvAP8bgHv18wacI3czMyswFwjNzMz\nKzAHcjMzswJzIDczMyswB3IzM7MCcyA3MzMrMAdyMzOzAnMgNzMzKzAHcjMzswJzIDczMyswB3Iz\nM7MCcyA3MzMrsP8HRtKP4YFGs24AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x107f7b8d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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mrGWlOjJCCCGmmqbORlfF7gadft13R2blynrHZc2aeDu0d2RWrPAPVfYVQggx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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x107bb6f90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(['ADAL', 'PVCL'],\n",
       " ['ADAL', 'PVCL', 'MDR01'],\n",
       " <parameters_C0.ParameterisedModel at 0x107be6590>,\n",
       " ['MDR01'])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/Cellar/python/2.7.13/Frameworks/Python.framework/Versions/2.7/lib/python2.7/json/encoder.py:207: DeprecationWarning: Interpreting naive datetime as local 2017-04-18 11:52:01.626977. Please add timezone info to timestamps.\n",
      "  chunks = self.iterencode(o, _one_shot=True)\n"
     ]
    }
   ],
   "source": [
    "param_overrides = {\"muscle_k_slow_cond_density\": \"0.22 mS_per_cm2\",\n",
    "                   \"muscle_ca_simple_cond_density\": \"0.15 mS_per_cm2\",\n",
    "                   \"muscle_leak_cond_density\": \"0.005 mS_per_cm2\",\n",
    "                   \"ca_conc_decay_time\": \"50 ms\",\n",
    "                  \"k_slow_erev\": \"-93 mV\",\n",
    "                  \"ca_simple_erev\": \"60 mV\"}\n",
    "\n",
    "run_c302('IClamp','C0','',1000,0.05,'jNeuroML',verbose=False,plot_ca=True,param_overrides=param_overrides)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true,
    "scrolled": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "scrolled": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
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